# use groundhog to make code maximally reproducible
if (!require("groundhog", quietly = TRUE)) {
install.packages("groundhog")
}
library("groundhog")
# use groundhog to install and load packages
pkgs <- c("here", # System path management
"tidyverse", # ggplot, dplyr, %>%, and friends
"tinytable", # Lightweight package to create tables
"modelsummary", # Data and model summaries with tables and plots
"pandoc", # Required for saving tables as docx
"hrbrthemes", # Additional ggplot themes
"showtext", # So that fonts also work on mac
"extrafont", # Additional fonts for plots etc
"patchwork" # Combine ggplot objects
)
groundhog.library(pkgs, "2024-07-01") Fake-News Task Preparations: Cognitive Control and Motivated Reasoning
Data Preparations
Add the same subj_idx as from the gng_task to the raw data.
data_raw <- data_raw %>%
left_join(id_table, by = "Participant Private ID")
# check if it worked
id_check <- data_raw %>%
select(`Participant Private ID`, subj_idx) %>%
distinct()
id_check %>%
full_join(id_table, by = "Participant Private ID") %>%
head()# A tibble: 6 × 3
`Participant Private ID` subj_idx.x subj_idx.y
<dbl> <dbl> <dbl>
1 11693545 252 252
2 11693590 382 382
3 11693585 1 1
4 11693627 253 253
5 11693677 2 2
6 11693724 3 3
Data Check & First Variable Calculations
How many guesses were correct? I also create a new variable that will allow us to filter out these rows later.
data_cal <- data_raw %>%
mutate(is_correct = case_when(
Screen == "Question" & !is.na(correct_answer) ~ as.numeric(response) == as.numeric(correct_answer),
TRUE ~ NA_real_
)) Warning: There was 1 warning in `mutate()`.
ℹ In argument: `is_correct = case_when(...)`.
Caused by warning:
! NAs introduced by coercion
data_cal %>%
filter(is_correct == T) %>%
select(subj_idx, question_topic, response, correct_answer, guess_correct) %>%
tt()
sum(data_cal$is_correct, na.rm = T)
data_cal <- data_cal %>%
group_by(subj_idx, question_topic) %>%
fill(is_correct, .direction = "downup") %>%
ungroup()Did participants pass the Fake News attention check?
# Create task_attention_check variable for attention check responses
data_cal <- data_cal %>%
mutate(
task_attention_check = case_when(
question_topic == "attention01" & response != "2024" ~ "failed",
question_topic == "attention01" & response == "2024" ~ "passed"
)
)
# Check the variable for each participant
task_attention_check_summary <- data_cal %>%
filter(question_topic == "attention01") %>%
select(subj_idx, task_attention_check)
# Apply it to all cases of said participant
data_cal <- data_cal %>%
select(-task_attention_check) %>%
left_join(task_attention_check_summary, by = "subj_idx")Calculate the number of participants who failed it
data_cal %>%
distinct(subj_idx, task_attention_check) %>%
group_by(task_attention_check) %>%
summarise(count = n()) %>%
tt()| task_attention_check | count |
|---|---|
| failed | 8 |
| passed | 496 |
And print the response that the participants gave who failed the check
data_cal %>%
filter(question_topic == "attention01" & task_attention_check == "failed") %>%
select(subj_idx, response, correct_answer, task_attention_check) %>%
tt()| subj_idx | response | correct_answer | task_attention_check |
|---|---|---|---|
| 79 | 1215 | 2024 | failed |
| 331 | 33 | 2024 | failed |
| 124 | 1215 | 2024 | failed |
| 22 | 78 | 2024 | failed |
| 152 | 2000 | 2024 | failed |
| 409 | 2004 | 2024 | failed |
| 425 | 1215 | 2024 | failed |
| 444 | 65 | 2024 | failed |
Participant 409 followed up in a Prolific indicated in “Other” at the end that they incorrectly typed the answer.
Calculate Variable for Round
I want to create a variable that indicates which question was shown at which round from 1-10 (excluding “practice” and “attention”).
# Create the round variable
data_cal <- data_cal %>%
group_by(subj_idx) %>%
mutate(
trial_round = case_when(
trial_id == "practice01" ~ "practice",
trial_id == "attention01" ~ "attention",
TRUE ~ as.character(cumsum(trial_id != lag(trial_id, default = first(trial_id)) & trial_id != "practice01" & trial_id != "attention01"))
)
) %>%
ungroup()
data_cal %>%
select(subj_idx, trial_id, trial_round) %>%
head(30) %>%
tt()| subj_idx | trial_id | trial_round |
|---|---|---|
| 252 | practice01 | practice |
| 252 | practice01 | practice |
| 252 | practice01 | practice |
| 252 | practice01 | practice |
| 252 | practice01 | practice |
| 252 | trial05 | 1 |
| 252 | trial05 | 1 |
| 252 | trial05 | 1 |
| 252 | trial05 | 1 |
| 252 | trial01 | 2 |
| 252 | trial01 | 2 |
| 252 | trial06 | 3 |
| 252 | trial06 | 3 |
| 252 | trial06 | 3 |
| 252 | trial06 | 3 |
| 252 | attention01 | attention |
| 252 | trial02 | 4 |
| 252 | trial02 | 4 |
| 252 | trial03 | 5 |
| 252 | trial03 | 5 |
| 252 | trial08 | 6 |
| 252 | trial09 | 7 |
| 252 | trial09 | 7 |
| 252 | trial04 | 8 |
| 252 | trial04 | 8 |
| 252 | trial07 | 9 |
| 252 | trial07 | 9 |
| 252 | trial10 | 10 |
| 252 | trial10 | 10 |
| 382 | practice01 | practice |
Data Cleaning
Join the dataframes
# combine questionnaire with gng scores
data_combined <- questionnaire_data %>%
left_join(gng_data, by = "subj_idx")data_full <- data_cal %>%
left_join(data_combined, by = c("Participant Private ID", "subj_idx"))Select and filter analysis variables
data_sel <- data_full %>%
select(subj_idx,
age_corrected, age_group, gender, edu_group,
ideology, ideology_num, partisanship, conservative_rating:reform_rating,
crt_correct, dogmatism, affective_polarisation,
commission_errors:rt_nogo_avg, Screen,
trial_round, trial_id, trial_type,
question_type, question_topic, question, message,
response, rt, correct_answer, is_correct,
m_climate:self_m_enhancement,
task_attention_check, questionnaire_attention_check,
attention_start, attention_end
)data_fil <- data_sel
# Filter out unneeded screens
initial_rows <- nrow(data_fil)
data_fil <- data_fil %>% filter(!Screen %in% c("Assumption-Check", "News Challenge", "Practice Start", "Feedback Less Than", "Feedback More Than"))
removed_screens <- initial_rows - nrow(data_fil)
# Filter out rows where is_correct is TRUE (but not NA)
initial_rows <- nrow(data_fil)
data_fil <- data_fil %>% filter(!is_correct %in% TRUE)
removed_is_correct <- initial_rows - nrow(data_fil)
# Create a tibble with the filter information, including duplicate filter
filter_info <- tibble::tibble(
Filter = c(
"Rows removed by unnecessary screens",
"Rows removed by 'is_correct != TRUE'"
),
n = c(
removed_screens,
removed_is_correct
)
)
filter_info %>%
tt()| Filter | n |
|---|---|
| Rows removed by unnecessary screens | 3547 |
| Rows removed by 'is_correct != TRUE' | 747 |
data_fil %>%
group_by(subj_idx, question_type) %>%
summarize(count = n(), .groups = 'drop') %>%
arrange(subj_idx, question_type) %>%
head(20) %>%
tt()| subj_idx | question_type | count |
|---|---|---|
| 1 | nonpolitical | 4 |
| 1 | performance | 4 |
| 1 | political | 12 |
| 1 | practice | 2 |
| 2 | nonpolitical | 4 |
| 2 | performance | 4 |
| 2 | political | 12 |
| 2 | practice | 2 |
| 3 | nonpolitical | 4 |
| 3 | performance | 4 |
| 3 | political | 12 |
| 4 | nonpolitical | 4 |
| 4 | performance | 4 |
| 4 | political | 12 |
| 4 | practice | 2 |
| 5 | nonpolitical | 2 |
| 5 | performance | 4 |
| 5 | political | 12 |
| 5 | practice | 2 |
| 6 | nonpolitical | 4 |
data_fil %>%
count(subj_idx) %>%
filter(n < 15 | n > 25)# A tibble: 0 × 2
# ℹ 2 variables: subj_idx <dbl>, n <int>
Calculate True / Fake Message
Before we can calculate whether a message was true or fake, we need to calculate the correct answers for the performance questions from the data.
Code correct answer for the performance questions
- For Go / No-Go I will use 56 - commission errors of each participant, select 100 random participants, and calculate the rank order that each given participant would have within them.
set.seed(42)
gng_correct_answer <- data_fil %>%
filter(Screen == "Question", question_topic == "gonogo_performance") %>%
select(subj_idx, commission_errors) %>%
mutate(gng_performance_score = 56 - commission_errors)
gng_correct_answers <- gng_correct_answer %>%
rowwise() %>%
mutate(
correct_answer = {
# Sample 100 other participants, excluding the current one
other_participants <- sample(setdiff(gng_correct_answer$subj_idx, subj_idx), 100)
# Get the scores of those 100 participants
other_scores <- gng_correct_answer %>%
filter(subj_idx %in% other_participants) %>%
pull(gng_performance_score)
# Calculate how many of the 100 participants the current one outperformed
sum(gng_performance_score > other_scores)
}
) %>%
ungroup()
gng_correct_answers %>%
tt()| subj_idx | commission_errors | gng_performance_score | correct_answer |
|---|---|---|---|
| 252 | 19 | 37 | 45 |
| 382 | 11 | 45 | 79 |
| 1 | 20 | 36 | 36 |
| 253 | 18 | 38 | 40 |
| 2 | 28 | 28 | 14 |
| 3 | 20 | 36 | 31 |
| 254 | 17 | 39 | 53 |
| 255 | 0 | 56 | 100 |
| 256 | 11 | 45 | 79 |
| 4 | 35 | 21 | 1 |
| 257 | 27 | 29 | 18 |
| 258 | 30 | 26 | 6 |
| 259 | 14 | 42 | 64 |
| 260 | 15 | 41 | 63 |
| 381 | 19 | 37 | 42 |
| 8 | 9 | 47 | 89 |
| 9 | 18 | 38 | 44 |
| 10 | 15 | 41 | 62 |
| 262 | 26 | 30 | 18 |
| 263 | 18 | 38 | 46 |
| 14 | 28 | 28 | 12 |
| 84 | 34 | 22 | 5 |
| 12 | 29 | 27 | 7 |
| 15 | 15 | 41 | 61 |
| 380 | 18 | 38 | 46 |
| 13 | 7 | 49 | 91 |
| 266 | 14 | 42 | 61 |
| 16 | 10 | 46 | 83 |
| 265 | 16 | 40 | 56 |
| 268 | 18 | 38 | 44 |
| 20 | 6 | 50 | 94 |
| 379 | 12 | 44 | 73 |
| 82 | 23 | 33 | 25 |
| 18 | 19 | 37 | 45 |
| 378 | 30 | 26 | 9 |
| 271 | 24 | 32 | 23 |
| 83 | 28 | 28 | 18 |
| 21 | 15 | 41 | 61 |
| 377 | 12 | 44 | 78 |
| 376 | 11 | 45 | 78 |
| 374 | 25 | 31 | 19 |
| 273 | 11 | 45 | 83 |
| 80 | 7 | 49 | 90 |
| 81 | 28 | 28 | 9 |
| 24 | 26 | 30 | 22 |
| 375 | 12 | 44 | 75 |
| 25 | 8 | 48 | 93 |
| 274 | 18 | 38 | 51 |
| 27 | 19 | 37 | 41 |
| 276 | 17 | 39 | 55 |
| 29 | 17 | 39 | 56 |
| 28 | 10 | 46 | 82 |
| 372 | 39 | 17 | 1 |
| 277 | 34 | 22 | 4 |
| 279 | 4 | 52 | 99 |
| 31 | 20 | 36 | 33 |
| 30 | 8 | 48 | 88 |
| 281 | 10 | 46 | 76 |
| 35 | 4 | 52 | 99 |
| 34 | 19 | 37 | 38 |
| 282 | 26 | 30 | 17 |
| 371 | 15 | 41 | 58 |
| 33 | 12 | 44 | 76 |
| 369 | 29 | 27 | 8 |
| 40 | 31 | 25 | 11 |
| 272 | 13 | 43 | 74 |
| 283 | 18 | 38 | 43 |
| 286 | 25 | 31 | 17 |
| 42 | 16 | 40 | 60 |
| 370 | 17 | 39 | 53 |
| 287 | 11 | 45 | 76 |
| 41 | 19 | 37 | 34 |
| 285 | 28 | 28 | 13 |
| 368 | 27 | 29 | 21 |
| 288 | 18 | 38 | 45 |
| 39 | 22 | 34 | 31 |
| 38 | 10 | 46 | 85 |
| 290 | 28 | 28 | 11 |
| 44 | 23 | 33 | 26 |
| 45 | 5 | 51 | 97 |
| 291 | 13 | 43 | 64 |
| 293 | 39 | 17 | 1 |
| 47 | 34 | 22 | 3 |
| 79 | 29 | 27 | 12 |
| 46 | 14 | 42 | 71 |
| 50 | 27 | 29 | 12 |
| 298 | 42 | 14 | 1 |
| 43 | 23 | 33 | 29 |
| 294 | 12 | 44 | 77 |
| 296 | 10 | 46 | 87 |
| 297 | 14 | 42 | 70 |
| 52 | 25 | 31 | 22 |
| 366 | 5 | 51 | 96 |
| 56 | 21 | 35 | 35 |
| 365 | 19 | 37 | 46 |
| 63 | 25 | 31 | 21 |
| 304 | 27 | 29 | 13 |
| 58 | 9 | 47 | 83 |
| 306 | 11 | 45 | 80 |
| 51 | 20 | 36 | 39 |
| 302 | 22 | 34 | 32 |
| 54 | 8 | 48 | 93 |
| 57 | 25 | 31 | 24 |
| 60 | 9 | 47 | 80 |
| 364 | 15 | 41 | 65 |
| 53 | 10 | 46 | 82 |
| 280 | 15 | 41 | 59 |
| 301 | 29 | 27 | 11 |
| 65 | 14 | 42 | 65 |
| 55 | 31 | 25 | 7 |
| 307 | 21 | 35 | 33 |
| 305 | 9 | 47 | 83 |
| 308 | 12 | 44 | 69 |
| 300 | 3 | 53 | 99 |
| 59 | 33 | 23 | 3 |
| 270 | 33 | 23 | 3 |
| 309 | 33 | 23 | 3 |
| 71 | 8 | 48 | 90 |
| 310 | 21 | 35 | 32 |
| 68 | 16 | 40 | 52 |
| 299 | 22 | 34 | 30 |
| 367 | 41 | 15 | 1 |
| 295 | 20 | 36 | 38 |
| 48 | 31 | 25 | 7 |
| 37 | 17 | 39 | 57 |
| 36 | 25 | 31 | 21 |
| 284 | 15 | 41 | 53 |
| 278 | 19 | 37 | 40 |
| 23 | 16 | 40 | 52 |
| 275 | 12 | 44 | 74 |
| 26 | 19 | 37 | 45 |
| 373 | 25 | 31 | 22 |
| 19 | 10 | 46 | 86 |
| 269 | 0 | 56 | 100 |
| 17 | 8 | 48 | 91 |
| 267 | 23 | 33 | 27 |
| 264 | 21 | 35 | 24 |
| 11 | 43 | 13 | 0 |
| 261 | 20 | 36 | 37 |
| 7 | 9 | 47 | 84 |
| 6 | 10 | 46 | 86 |
| 5 | 12 | 44 | 77 |
| 292 | 22 | 34 | 34 |
| 32 | 10 | 46 | 85 |
| 49 | 19 | 37 | 39 |
| 61 | 17 | 39 | 55 |
| 312 | 33 | 23 | 3 |
| 70 | 13 | 43 | 64 |
| 77 | 20 | 36 | 38 |
| 72 | 20 | 36 | 42 |
| 316 | 3 | 53 | 100 |
| 76 | 16 | 40 | 52 |
| 317 | 20 | 36 | 43 |
| 363 | 9 | 47 | 85 |
| 73 | 24 | 32 | 26 |
| 318 | 14 | 42 | 64 |
| 78 | 22 | 34 | 26 |
| 85 | 12 | 44 | 78 |
| 67 | 12 | 44 | 73 |
| 326 | 12 | 44 | 71 |
| 91 | 43 | 13 | 0 |
| 323 | 29 | 27 | 14 |
| 69 | 16 | 40 | 62 |
| 86 | 35 | 21 | 3 |
| 315 | 17 | 39 | 53 |
| 324 | 13 | 43 | 64 |
| 383 | 16 | 40 | 54 |
| 320 | 25 | 31 | 19 |
| 327 | 21 | 35 | 37 |
| 328 | 12 | 44 | 72 |
| 88 | 18 | 38 | 51 |
| 322 | 20 | 36 | 42 |
| 89 | 33 | 23 | 2 |
| 331 | 27 | 29 | 16 |
| 362 | 32 | 24 | 6 |
| 97 | 12 | 44 | 75 |
| 332 | 12 | 44 | 70 |
| 313 | 14 | 42 | 66 |
| 98 | 15 | 41 | 57 |
| 325 | 20 | 36 | 41 |
| 329 | 27 | 29 | 15 |
| 66 | 28 | 28 | 10 |
| 333 | 6 | 50 | 95 |
| 336 | 11 | 45 | 86 |
| 337 | 8 | 48 | 91 |
| 334 | 26 | 30 | 21 |
| 314 | 13 | 43 | 70 |
| 108 | 1 | 55 | 99 |
| 101 | 22 | 34 | 31 |
| 106 | 11 | 45 | 73 |
| 105 | 19 | 37 | 43 |
| 62 | 29 | 27 | 12 |
| 109 | 13 | 43 | 64 |
| 107 | 27 | 29 | 13 |
| 92 | 3 | 53 | 97 |
| 330 | 16 | 40 | 55 |
| 342 | 15 | 41 | 57 |
| 111 | 18 | 38 | 40 |
| 338 | 14 | 42 | 67 |
| 345 | 8 | 48 | 93 |
| 289 | 25 | 31 | 19 |
| 344 | 32 | 24 | 5 |
| 112 | 10 | 46 | 77 |
| 100 | 16 | 40 | 58 |
| 343 | 11 | 45 | 80 |
| 99 | 16 | 40 | 61 |
| 75 | 15 | 41 | 61 |
| 94 | 10 | 46 | 86 |
| 93 | 25 | 31 | 16 |
| 96 | 24 | 32 | 16 |
| 321 | 18 | 38 | 48 |
| 87 | 43 | 13 | 0 |
| 90 | 20 | 36 | 42 |
| 113 | 14 | 42 | 53 |
| 102 | 14 | 42 | 70 |
| 110 | 16 | 40 | 49 |
| 115 | 13 | 43 | 63 |
| 95 | 32 | 24 | 8 |
| 103 | 13 | 43 | 69 |
| 339 | 5 | 51 | 95 |
| 350 | 21 | 35 | 32 |
| 341 | 10 | 46 | 81 |
| 114 | 19 | 37 | 44 |
| 335 | 19 | 37 | 39 |
| 351 | 9 | 47 | 88 |
| 349 | 31 | 25 | 7 |
| 348 | 7 | 49 | 93 |
| 104 | 9 | 47 | 87 |
| 319 | 13 | 43 | 67 |
| 356 | 29 | 27 | 9 |
| 352 | 31 | 25 | 4 |
| 118 | 20 | 36 | 34 |
| 116 | 14 | 42 | 63 |
| 117 | 18 | 38 | 37 |
| 354 | 7 | 49 | 94 |
| 346 | 10 | 46 | 85 |
| 120 | 18 | 38 | 47 |
| 74 | 23 | 33 | 36 |
| 122 | 17 | 39 | 47 |
| 124 | 12 | 44 | 68 |
| 123 | 22 | 34 | 26 |
| 359 | 26 | 30 | 17 |
| 303 | 23 | 33 | 35 |
| 357 | 11 | 45 | 82 |
| 361 | 17 | 39 | 50 |
| 121 | 14 | 42 | 64 |
| 340 | 10 | 46 | 83 |
| 127 | 22 | 34 | 27 |
| 353 | 18 | 38 | 48 |
| 128 | 10 | 46 | 82 |
| 129 | 36 | 20 | 2 |
| 347 | 8 | 48 | 90 |
| 311 | 17 | 39 | 52 |
| 386 | 8 | 48 | 86 |
| 384 | 30 | 26 | 10 |
| 64 | 25 | 31 | 20 |
| 133 | 20 | 36 | 34 |
| 125 | 4 | 52 | 99 |
| 360 | 19 | 37 | 52 |
| 387 | 1 | 55 | 100 |
| 385 | 25 | 31 | 19 |
| 389 | 16 | 40 | 60 |
| 119 | 12 | 44 | 76 |
| 126 | 29 | 27 | 9 |
| 132 | 16 | 40 | 48 |
| 390 | 26 | 30 | 19 |
| 391 | 30 | 26 | 11 |
| 134 | 29 | 27 | 14 |
| 135 | 8 | 48 | 85 |
| 131 | 14 | 42 | 69 |
| 388 | 16 | 40 | 49 |
| 393 | 34 | 22 | 3 |
| 392 | 27 | 29 | 13 |
| 396 | 17 | 39 | 58 |
| 138 | 18 | 38 | 46 |
| 136 | 11 | 45 | 82 |
| 139 | 10 | 46 | 80 |
| 504 | 12 | 44 | 74 |
| 397 | 24 | 32 | 23 |
| 395 | 15 | 41 | 66 |
| 394 | 14 | 42 | 69 |
| 142 | 23 | 33 | 21 |
| 141 | 31 | 25 | 6 |
| 137 | 6 | 50 | 97 |
| 145 | 24 | 32 | 25 |
| 22 | 28 | 28 | 15 |
| 144 | 13 | 43 | 72 |
| 400 | 25 | 31 | 25 |
| 146 | 18 | 38 | 44 |
| 398 | 13 | 43 | 67 |
| 148 | 9 | 47 | 90 |
| 140 | 21 | 35 | 39 |
| 503 | 13 | 43 | 73 |
| 399 | 9 | 47 | 79 |
| 401 | 35 | 21 | 2 |
| 149 | 26 | 30 | 17 |
| 143 | 20 | 36 | 32 |
| 403 | 15 | 41 | 56 |
| 147 | 29 | 27 | 10 |
| 150 | 18 | 38 | 46 |
| 153 | 20 | 36 | 31 |
| 152 | 5 | 51 | 94 |
| 404 | 19 | 37 | 40 |
| 154 | 26 | 30 | 21 |
| 358 | 15 | 41 | 65 |
| 151 | 25 | 31 | 19 |
| 402 | 4 | 52 | 97 |
| 130 | 39 | 17 | 0 |
| 155 | 11 | 45 | 81 |
| 500 | 13 | 43 | 69 |
| 156 | 16 | 40 | 56 |
| 406 | 12 | 44 | 76 |
| 502 | 24 | 32 | 24 |
| 408 | 24 | 32 | 28 |
| 407 | 6 | 50 | 97 |
| 161 | 25 | 31 | 22 |
| 409 | 22 | 34 | 34 |
| 159 | 20 | 36 | 31 |
| 411 | 16 | 40 | 58 |
| 410 | 6 | 50 | 96 |
| 163 | 25 | 31 | 30 |
| 412 | 32 | 24 | 6 |
| 497 | 11 | 45 | 81 |
| 495 | 22 | 34 | 25 |
| 167 | 15 | 41 | 55 |
| 355 | 37 | 19 | 2 |
| 168 | 5 | 51 | 96 |
| 416 | 27 | 29 | 18 |
| 415 | 6 | 50 | 97 |
| 170 | 26 | 30 | 23 |
| 417 | 15 | 41 | 59 |
| 493 | 19 | 37 | 41 |
| 171 | 18 | 38 | 44 |
| 419 | 25 | 31 | 15 |
| 420 | 21 | 35 | 33 |
| 173 | 8 | 48 | 89 |
| 172 | 11 | 45 | 83 |
| 421 | 30 | 26 | 10 |
| 418 | 9 | 47 | 86 |
| 176 | 24 | 32 | 24 |
| 175 | 24 | 32 | 25 |
| 423 | 17 | 39 | 52 |
| 177 | 16 | 40 | 55 |
| 424 | 9 | 47 | 87 |
| 422 | 9 | 47 | 91 |
| 426 | 32 | 24 | 7 |
| 178 | 25 | 31 | 21 |
| 425 | 17 | 39 | 46 |
| 180 | 24 | 32 | 23 |
| 174 | 15 | 41 | 62 |
| 181 | 11 | 45 | 77 |
| 430 | 18 | 38 | 42 |
| 183 | 8 | 48 | 88 |
| 184 | 7 | 49 | 92 |
| 432 | 24 | 32 | 32 |
| 491 | 33 | 23 | 7 |
| 188 | 19 | 37 | 47 |
| 189 | 5 | 51 | 94 |
| 433 | 12 | 44 | 74 |
| 191 | 24 | 32 | 23 |
| 435 | 14 | 42 | 67 |
| 192 | 10 | 46 | 85 |
| 193 | 19 | 37 | 41 |
| 489 | 14 | 42 | 63 |
| 485 | 15 | 41 | 68 |
| 199 | 21 | 35 | 22 |
| 436 | 21 | 35 | 32 |
| 200 | 5 | 51 | 96 |
| 201 | 28 | 28 | 16 |
| 439 | 12 | 44 | 70 |
| 440 | 17 | 39 | 46 |
| 203 | 13 | 43 | 72 |
| 441 | 14 | 42 | 65 |
| 204 | 14 | 42 | 65 |
| 483 | 28 | 28 | 16 |
| 482 | 11 | 45 | 75 |
| 206 | 36 | 20 | 0 |
| 481 | 27 | 29 | 15 |
| 442 | 36 | 20 | 2 |
| 208 | 31 | 25 | 6 |
| 209 | 16 | 40 | 54 |
| 443 | 24 | 32 | 27 |
| 210 | 9 | 47 | 85 |
| 444 | 28 | 28 | 13 |
| 211 | 13 | 43 | 76 |
| 212 | 23 | 33 | 21 |
| 445 | 15 | 41 | 53 |
| 446 | 14 | 42 | 73 |
| 213 | 21 | 35 | 36 |
| 214 | 16 | 40 | 47 |
| 480 | 31 | 25 | 7 |
| 215 | 15 | 41 | 58 |
| 447 | 15 | 41 | 69 |
| 217 | 23 | 33 | 32 |
| 218 | 14 | 42 | 69 |
| 220 | 18 | 38 | 49 |
| 453 | 5 | 51 | 93 |
| 221 | 10 | 46 | 82 |
| 479 | 18 | 38 | 52 |
| 223 | 8 | 48 | 94 |
| 224 | 38 | 18 | 1 |
| 225 | 8 | 48 | 93 |
| 455 | 13 | 43 | 68 |
| 456 | 8 | 48 | 92 |
| 228 | 21 | 35 | 37 |
| 229 | 18 | 38 | 44 |
| 458 | 26 | 30 | 17 |
| 230 | 17 | 39 | 50 |
| 231 | 33 | 23 | 4 |
| 459 | 18 | 38 | 50 |
| 460 | 26 | 30 | 21 |
| 235 | 11 | 45 | 78 |
| 462 | 21 | 35 | 39 |
| 236 | 20 | 36 | 34 |
| 238 | 18 | 38 | 47 |
| 463 | 35 | 21 | 1 |
| 239 | 19 | 37 | 41 |
| 464 | 29 | 27 | 7 |
| 465 | 23 | 33 | 23 |
| 240 | 19 | 37 | 38 |
| 466 | 13 | 43 | 68 |
| 241 | 18 | 38 | 42 |
| 467 | 17 | 39 | 44 |
| 468 | 29 | 27 | 11 |
| 242 | 26 | 30 | 20 |
| 243 | 19 | 37 | 44 |
| 469 | 28 | 28 | 12 |
| 244 | 30 | 26 | 12 |
| 475 | 21 | 35 | 32 |
| 246 | 25 | 31 | 18 |
| 245 | 42 | 14 | 1 |
| 470 | 17 | 39 | 47 |
| 247 | 11 | 45 | 84 |
| 474 | 31 | 25 | 9 |
| 249 | 20 | 36 | 34 |
| 471 | 13 | 43 | 68 |
| 472 | 23 | 33 | 29 |
| 473 | 28 | 28 | 9 |
| 251 | 27 | 29 | 11 |
| 250 | 9 | 47 | 90 |
| 248 | 10 | 46 | 81 |
| 476 | 14 | 42 | 61 |
| 237 | 21 | 35 | 39 |
| 461 | 9 | 47 | 86 |
| 234 | 13 | 43 | 67 |
| 233 | 25 | 31 | 23 |
| 477 | 5 | 51 | 99 |
| 232 | 6 | 50 | 90 |
| 478 | 15 | 41 | 65 |
| 457 | 27 | 29 | 17 |
| 227 | 26 | 30 | 22 |
| 226 | 19 | 37 | 36 |
| 454 | 12 | 44 | 71 |
| 222 | 20 | 36 | 37 |
| 452 | 16 | 40 | 58 |
| 451 | 10 | 46 | 83 |
| 450 | 16 | 40 | 63 |
| 219 | 13 | 43 | 64 |
| 449 | 24 | 32 | 20 |
| 448 | 10 | 46 | 83 |
| 216 | 15 | 41 | 49 |
| 207 | 15 | 41 | 59 |
| 205 | 27 | 29 | 13 |
| 202 | 15 | 41 | 57 |
| 484 | 18 | 38 | 44 |
| 438 | 19 | 37 | 42 |
| 437 | 27 | 29 | 14 |
| 198 | 9 | 47 | 86 |
| 197 | 12 | 44 | 78 |
| 486 | 19 | 37 | 44 |
| 487 | 31 | 25 | 8 |
| 196 | 13 | 43 | 72 |
| 195 | 21 | 35 | 35 |
| 488 | 15 | 41 | 52 |
| 194 | 12 | 44 | 77 |
| 490 | 25 | 31 | 29 |
| 434 | 7 | 49 | 97 |
| 190 | 10 | 46 | 88 |
| 187 | 18 | 38 | 40 |
| 186 | 21 | 35 | 27 |
| 185 | 13 | 43 | 74 |
| 492 | 12 | 44 | 69 |
| 182 | 13 | 43 | 74 |
| 429 | 20 | 36 | 35 |
| 428 | 10 | 46 | 76 |
| 427 | 14 | 42 | 66 |
| 179 | 4 | 52 | 95 |
| 169 | 29 | 27 | 9 |
| 494 | 23 | 33 | 25 |
| 414 | 17 | 39 | 52 |
| 496 | 5 | 51 | 95 |
| 166 | 10 | 46 | 70 |
| 164 | 26 | 30 | 14 |
| 413 | 0 | 56 | 100 |
| 165 | 26 | 30 | 20 |
| 499 | 14 | 42 | 66 |
| 162 | 28 | 28 | 15 |
| 157 | 20 | 36 | 36 |
| 498 | 35 | 21 | 3 |
| 160 | 24 | 32 | 29 |
| 158 | 19 | 37 | 37 |
| 501 | 18 | 38 | 42 |
| 405 | 18 | 38 | 47 |
| 431 | 24 | 32 | 22 |
And now add those correct_answers back to our data
data_fil <- data_fil %>%
left_join(
gng_correct_answers %>% select(subj_idx, correct_answer),
by = "subj_idx"
) %>%
mutate(
correct_answer = if_else(
question_topic == "gonogo_performance",
correct_answer.y,
correct_answer.x
)
) %>%
select(-correct_answer.x, -correct_answer.y)- For the Fake News task I will calculate the squared sum of errors sum(guess - correct_answer)^2 of each participant, then select 100 random participants, and calculate the rank order of each participant within them.
# Calculate the squared sum of errors for each participant
fakenews_performance <- data_fil %>%
mutate(
response = as.numeric(response),
correct_answer = as.numeric(correct_answer)
) %>%
filter(Screen == "Question",
!question_topic %in% c("gonogo_performance", "fakenews_performance", "cats")) %>%
group_by(subj_idx) %>%
summarise(
squared_sum_errors = sum((response - correct_answer)^2, na.rm = F)
)
fakenews_performance %>%
tt()| subj_idx | squared_sum_errors |
|---|---|
| 1 | 1647 |
| 2 | 6634 |
| 3 | 2602 |
| 4 | 5906 |
| 5 | 6056 |
| 6 | 6998 |
| 7 | 3293 |
| 8 | 5085 |
| 9 | 1781 |
| 10 | 3101 |
| 11 | 7086 |
| 12 | 9819 |
| 13 | 1787 |
| 14 | 4434 |
| 15 | 7972 |
| 16 | 2838 |
| 17 | 1474 |
| 18 | 5695 |
| 19 | 4283 |
| 20 | 2377 |
| 21 | 1661 |
| 22 | 3790760 |
| 23 | 3211 |
| 24 | 1439 |
| 25 | 1182 |
| 26 | 4469 |
| 27 | 4803 |
| 28 | 2107 |
| 29 | 4778 |
| 30 | 1277 |
| 31 | 3916 |
| 32 | 1407 |
| 33 | 4051 |
| 34 | 8856 |
| 35 | 3277 |
| 36 | 4484 |
| 37 | 1951 |
| 38 | 2658 |
| 39 | 5567 |
| 40 | 6239 |
| 41 | 3236 |
| 42 | 1007 |
| 43 | 1579 |
| 44 | 3702 |
| 45 | 6534 |
| 46 | 2287 |
| 47 | 733 |
| 48 | 2047 |
| 49 | 5140 |
| 50 | 7310 |
| 51 | 3790 |
| 52 | 1958 |
| 53 | 3599 |
| 54 | 4484 |
| 55 | 2445 |
| 56 | 5569 |
| 57 | 1799 |
| 58 | 3018 |
| 59 | 3191 |
| 60 | 2189 |
| 61 | 11374 |
| 62 | 10513 |
| 63 | 5268 |
| 64 | 2022 |
| 65 | 2257 |
| 66 | 3616 |
| 67 | 4730 |
| 68 | 1494 |
| 69 | 2437 |
| 70 | 6481 |
| 71 | 3313 |
| 72 | 9260 |
| 73 | 2571 |
| 74 | 989 |
| 75 | 4805 |
| 76 | 4558 |
| 77 | 4842 |
| 78 | 4723 |
| 79 | 661600 |
| 80 | 2582 |
| 81 | 2615 |
| 82 | 4846 |
| 83 | 10001 |
| 84 | 4992 |
| 85 | 3645 |
| 86 | 3720 |
| 87 | 8107 |
| 88 | 6349 |
| 89 | 1306 |
| 90 | 6533 |
| 91 | 3252 |
| 92 | 620 |
| 93 | 4028 |
| 94 | 2505 |
| 95 | 1274 |
| 96 | 7949 |
| 97 | 8462 |
| 98 | 3516 |
| 99 | 5791 |
| 100 | 2574 |
| 101 | 5865 |
| 102 | 5594 |
| 103 | 1250 |
| 104 | 5396 |
| 105 | 614 |
| 106 | 3652 |
| 107 | 1838 |
| 108 | 7035 |
| 109 | 1141 |
| 110 | 2947 |
| 111 | 3663 |
| 112 | 730 |
| 113 | 6654 |
| 114 | 4565 |
| 115 | 1512 |
| 116 | 6740 |
| 117 | 4019 |
| 118 | 1523 |
| 119 | 4066 |
| 120 | 3423 |
| 121 | 3932 |
| 122 | 3245 |
| 123 | 2209 |
| 124 | 663179 |
| 125 | 4565 |
| 126 | 7877 |
| 127 | 2108 |
| 128 | 4982 |
| 129 | 2593 |
| 130 | 8032 |
| 131 | 1923 |
| 132 | 5088 |
| 133 | 3503 |
| 134 | 2677 |
| 135 | 2154 |
| 136 | 2077 |
| 137 | 6549 |
| 138 | 1970 |
| 139 | 1878 |
| 140 | 1872 |
| 141 | 5011 |
| 142 | 5713 |
| 143 | 3424 |
| 144 | 13834 |
| 145 | 3328 |
| 146 | 3078 |
| 147 | 3651 |
| 148 | 3348 |
| 149 | 2127 |
| 150 | 3780 |
| 151 | 4748 |
| 152 | 5858 |
| 153 | 3346 |
| 154 | 2380 |
| 155 | 6160 |
| 156 | 3502 |
| 157 | 659 |
| 158 | 3558 |
| 159 | 3809 |
| 160 | 2147 |
| 161 | 6759 |
| 162 | 1798 |
| 163 | 3965 |
| 164 | 2565 |
| 165 | 7006 |
| 166 | 2582 |
| 167 | 10621 |
| 168 | 3514 |
| 169 | 1778 |
| 170 | 4477 |
| 171 | 6112 |
| 172 | 6010 |
| 173 | 781 |
| 174 | 12006 |
| 175 | 2423 |
| 176 | 3398 |
| 177 | 5846 |
| 178 | 1825 |
| 179 | 2977 |
| 180 | 9663 |
| 181 | 2947 |
| 182 | 4318 |
| 183 | 6713 |
| 184 | 1886 |
| 185 | 12827 |
| 186 | 6122 |
| 187 | 5134 |
| 188 | 10029 |
| 189 | 4379 |
| 190 | 4423 |
| 191 | 8355 |
| 192 | 2952 |
| 193 | 1531 |
| 194 | 10426 |
| 195 | 5063 |
| 196 | 6889 |
| 197 | 8104 |
| 198 | 3055 |
| 199 | 5446 |
| 200 | 1874 |
| 201 | 4421 |
| 202 | 3398 |
| 203 | 2410 |
| 204 | 3334 |
| 205 | 4793 |
| 206 | 2545 |
| 207 | 3749 |
| 208 | 1713 |
| 209 | 1870 |
| 210 | 4134 |
| 211 | 1015 |
| 212 | 6193 |
| 213 | 2299 |
| 214 | 1848 |
| 215 | 5816 |
| 216 | 2762 |
| 217 | 2005 |
| 218 | 2522 |
| 219 | 4924 |
| 220 | 3291 |
| 221 | 3872 |
| 222 | 2046 |
| 223 | 4072 |
| 224 | 3778 |
| 225 | 2115 |
| 226 | 4270 |
| 227 | 4909 |
| 228 | 2552 |
| 229 | 2031 |
| 230 | 4504 |
| 231 | 3376 |
| 232 | 4331 |
| 233 | 10362 |
| 234 | 1091 |
| 235 | 7841 |
| 236 | 4168 |
| 237 | 5043 |
| 238 | 4647 |
| 239 | 1525 |
| 240 | 5929 |
| 241 | 4942 |
| 242 | 2707 |
| 243 | 1444 |
| 244 | 5017 |
| 245 | 4903 |
| 246 | 2551 |
| 247 | 2066 |
| 248 | 3165 |
| 249 | 1191 |
| 250 | 6479 |
| 251 | 10233 |
| 252 | 4228 |
| 253 | 5801 |
| 254 | 6543 |
| 255 | 4955 |
| 256 | 5268 |
| 257 | 1876 |
| 258 | 1613 |
| 259 | 3167 |
| 260 | 3779 |
| 261 | 5174 |
| 262 | 332 |
| 263 | 4935 |
| 264 | 3233 |
| 265 | 2313 |
| 266 | 4124 |
| 267 | 2185 |
| 268 | 2879 |
| 269 | 5045 |
| 270 | 3484 |
| 271 | 1717 |
| 272 | 7774 |
| 273 | 2195 |
| 274 | 2144 |
| 275 | 3249 |
| 276 | 1861 |
| 277 | 7101 |
| 278 | 1896 |
| 279 | 1338 |
| 280 | 1910 |
| 281 | 494 |
| 282 | 2976 |
| 283 | 3373 |
| 284 | 2774 |
| 285 | 5208 |
| 286 | 6606 |
| 287 | 4594 |
| 288 | 4298 |
| 289 | 5034 |
| 290 | 2579 |
| 291 | 2233 |
| 292 | 9012 |
| 293 | 4550 |
| 294 | 2999 |
| 295 | 602 |
| 296 | 2059 |
| 297 | 4327 |
| 298 | 1773 |
| 299 | 4914 |
| 300 | 8314 |
| 301 | 3599 |
| 302 | 4413 |
| 303 | 5614 |
| 304 | 4412 |
| 305 | 5588 |
| 306 | 5702 |
| 307 | 2229 |
| 308 | 1912 |
| 309 | 3015 |
| 310 | 5874 |
| 311 | 3716 |
| 312 | 2964 |
| 313 | 1587 |
| 314 | 1181 |
| 315 | 2103 |
| 316 | 1569 |
| 317 | 11146 |
| 318 | 2449 |
| 319 | 3189 |
| 320 | 2639 |
| 321 | 2363 |
| 322 | 4103 |
| 323 | 2117 |
| 324 | 2803 |
| 325 | 4040 |
| 326 | 3079 |
| 327 | 2365 |
| 328 | 1193 |
| 329 | 2361 |
| 330 | 7781 |
| 331 | 3969020 |
| 332 | 5640 |
| 333 | 1245 |
| 334 | 1365 |
| 335 | 4794 |
| 336 | 8190 |
| 337 | 2371 |
| 338 | 2887 |
| 339 | 1279 |
| 340 | 4253 |
| 341 | 3646 |
| 342 | 1816 |
| 343 | 1969 |
| 344 | 4979 |
| 345 | 3114 |
| 346 | 3052 |
| 347 | 5503 |
| 348 | 3578 |
| 349 | 4911 |
| 350 | 7493 |
| 351 | 1159 |
| 352 | 2756 |
| 353 | 6226 |
| 354 | 1592 |
| 355 | 6708 |
| 356 | 4051 |
| 357 | 2836 |
| 358 | 1463 |
| 359 | 8581 |
| 360 | 2781 |
| 361 | 1853 |
| 362 | 1899 |
| 363 | 3929 |
| 364 | 2225 |
| 365 | 7048 |
| 366 | 1548 |
| 367 | 5265 |
| 368 | 1219 |
| 369 | 10001 |
| 370 | 1514 |
| 371 | 1236 |
| 372 | 3854 |
| 373 | 5786 |
| 374 | 1362 |
| 375 | 2197 |
| 376 | 2464 |
| 377 | 4093 |
| 378 | 1452 |
| 379 | 2865 |
| 380 | 1311 |
| 381 | 4322 |
| 382 | 1747 |
| 383 | 4769 |
| 384 | 3684 |
| 385 | 6569 |
| 386 | 8675 |
| 387 | 675 |
| 388 | 3746 |
| 389 | 4179 |
| 390 | 3271 |
| 391 | 10430 |
| 392 | 1973 |
| 393 | 2835 |
| 394 | 3500 |
| 395 | 1445 |
| 396 | 1885 |
| 397 | 7972 |
| 398 | 4486 |
| 399 | 2769 |
| 400 | 3460 |
| 401 | 9291 |
| 402 | 3557 |
| 403 | 3288 |
| 404 | 3398 |
| 405 | 3063 |
| 406 | 2032 |
| 407 | 11213 |
| 408 | 2358 |
| 409 | 1372 |
| 410 | 1987 |
| 411 | 4651 |
| 412 | 7240 |
| 413 | 3886 |
| 414 | 3609 |
| 415 | 6517 |
| 416 | 8796 |
| 417 | 2821 |
| 418 | 3634 |
| 419 | 5529 |
| 420 | 6240 |
| 421 | 3253 |
| 422 | 1287 |
| 423 | 3719 |
| 424 | 2639 |
| 425 | 657168 |
| 426 | 4209 |
| 427 | 7119 |
| 428 | 4262 |
| 429 | 3118 |
| 430 | 4239 |
| 431 | 10669 |
| 432 | 2401 |
| 433 | 9627 |
| 434 | 3248 |
| 435 | 6535 |
| 436 | 11427 |
| 437 | 4894 |
| 438 | 8533 |
| 439 | 451 |
| 440 | 2087 |
| 441 | 6646 |
| 442 | 4690 |
| 443 | 9930 |
| 444 | 3844535 |
| 445 | 7252 |
| 446 | 2190 |
| 447 | 3437 |
| 448 | 6005 |
| 449 | 6005 |
| 450 | 2242 |
| 451 | 2327 |
| 452 | 2580 |
| 453 | 3266 |
| 454 | 5402 |
| 455 | 4032 |
| 456 | 2435 |
| 457 | 7551 |
| 458 | 4101 |
| 459 | 1711 |
| 460 | 2626 |
| 461 | 5352 |
| 462 | 1351 |
| 463 | 4264 |
| 464 | 9038 |
| 465 | 4581 |
| 466 | 4564 |
| 467 | 3425 |
| 468 | 1150 |
| 469 | 3610 |
| 470 | 5682 |
| 471 | 14112 |
| 472 | 3339 |
| 473 | 4372 |
| 474 | 5005 |
| 475 | 15102 |
| 476 | 2480 |
| 477 | 3040 |
| 478 | 4026 |
| 479 | 8069 |
| 480 | 6249 |
| 481 | 3728 |
| 482 | 4345 |
| 483 | 4925 |
| 484 | 6378 |
| 485 | 10390 |
| 486 | 2342 |
| 487 | 9464 |
| 488 | 2893 |
| 489 | 3470 |
| 490 | 4175 |
| 491 | 4828 |
| 492 | 2879 |
| 493 | 5730 |
| 494 | 5734 |
| 495 | 1499 |
| 496 | 6285 |
| 497 | 11293 |
| 498 | 8355 |
| 499 | 4305 |
| 500 | 3389 |
| 501 | 4352 |
| 502 | 4825 |
| 503 | 2825 |
| 504 | 5932 |
set.seed(42)
fakenews_performance_answers <- fakenews_performance %>%
rowwise() %>%
mutate(
correct_answer = {
# Sample 100 other participants, excluding the current one
other_participants <- sample(setdiff(fakenews_performance$subj_idx, subj_idx), 100)
# Get the scores of those 100 participants
other_scores <- fakenews_performance %>%
filter(subj_idx %in% other_participants) %>%
pull(squared_sum_errors)
# Calculate how many of the 100 participants the current one outperformed
sum(squared_sum_errors < other_scores) # Lower squared_sum_errors means better performance
}
) %>%
ungroup()
fakenews_performance_answers %>%
select(subj_idx, squared_sum_errors, correct_answer) %>%
tt()| subj_idx | squared_sum_errors | correct_answer |
|---|---|---|
| 1 | 1647 | 90 |
| 2 | 6634 | 15 |
| 3 | 2602 | 76 |
| 4 | 5906 | 13 |
| 5 | 6056 | 22 |
| 6 | 6998 | 12 |
| 7 | 3293 | 58 |
| 8 | 5085 | 27 |
| 9 | 1781 | 87 |
| 10 | 3101 | 58 |
| 11 | 7086 | 9 |
| 12 | 9819 | 9 |
| 13 | 1787 | 83 |
| 14 | 4434 | 35 |
| 15 | 7972 | 10 |
| 16 | 2838 | 65 |
| 17 | 1474 | 97 |
| 18 | 5695 | 22 |
| 19 | 4283 | 39 |
| 20 | 2377 | 76 |
| 21 | 1661 | 92 |
| 22 | 3790760 | 0 |
| 23 | 3211 | 57 |
| 24 | 1439 | 90 |
| 25 | 1182 | 98 |
| 26 | 4469 | 28 |
| 27 | 4803 | 31 |
| 28 | 2107 | 83 |
| 29 | 4778 | 29 |
| 30 | 1277 | 95 |
| 31 | 3916 | 48 |
| 32 | 1407 | 92 |
| 33 | 4051 | 40 |
| 34 | 8856 | 9 |
| 35 | 3277 | 64 |
| 36 | 4484 | 41 |
| 37 | 1951 | 79 |
| 38 | 2658 | 74 |
| 39 | 5567 | 25 |
| 40 | 6239 | 15 |
| 41 | 3236 | 62 |
| 42 | 1007 | 97 |
| 43 | 1579 | 89 |
| 44 | 3702 | 49 |
| 45 | 6534 | 17 |
| 46 | 2287 | 81 |
| 47 | 733 | 95 |
| 48 | 2047 | 79 |
| 49 | 5140 | 27 |
| 50 | 7310 | 9 |
| 51 | 3790 | 49 |
| 52 | 1958 | 83 |
| 53 | 3599 | 49 |
| 54 | 4484 | 39 |
| 55 | 2445 | 68 |
| 56 | 5569 | 26 |
| 57 | 1799 | 91 |
| 58 | 3018 | 56 |
| 59 | 3191 | 58 |
| 60 | 2189 | 79 |
| 61 | 11374 | 0 |
| 62 | 10513 | 5 |
| 63 | 5268 | 29 |
| 64 | 2022 | 82 |
| 65 | 2257 | 73 |
| 66 | 3616 | 56 |
| 67 | 4730 | 32 |
| 68 | 1494 | 94 |
| 69 | 2437 | 72 |
| 70 | 6481 | 23 |
| 71 | 3313 | 60 |
| 72 | 9260 | 6 |
| 73 | 2571 | 72 |
| 74 | 989 | 96 |
| 75 | 4805 | 27 |
| 76 | 4558 | 45 |
| 77 | 4842 | 23 |
| 78 | 4723 | 34 |
| 79 | 661600 | 0 |
| 80 | 2582 | 66 |
| 81 | 2615 | 69 |
| 82 | 4846 | 32 |
| 83 | 10001 | 3 |
| 84 | 4992 | 36 |
| 85 | 3645 | 46 |
| 86 | 3720 | 45 |
| 87 | 8107 | 7 |
| 88 | 6349 | 14 |
| 89 | 1306 | 95 |
| 90 | 6533 | 19 |
| 91 | 3252 | 63 |
| 92 | 620 | 99 |
| 93 | 4028 | 49 |
| 94 | 2505 | 75 |
| 95 | 1274 | 96 |
| 96 | 7949 | 12 |
| 97 | 8462 | 8 |
| 98 | 3516 | 52 |
| 99 | 5791 | 26 |
| 100 | 2574 | 78 |
| 101 | 5865 | 15 |
| 102 | 5594 | 19 |
| 103 | 1250 | 95 |
| 104 | 5396 | 25 |
| 105 | 614 | 98 |
| 106 | 3652 | 48 |
| 107 | 1838 | 87 |
| 108 | 7035 | 11 |
| 109 | 1141 | 98 |
| 110 | 2947 | 59 |
| 111 | 3663 | 52 |
| 112 | 730 | 100 |
| 113 | 6654 | 13 |
| 114 | 4565 | 28 |
| 115 | 1512 | 90 |
| 116 | 6740 | 13 |
| 117 | 4019 | 52 |
| 118 | 1523 | 84 |
| 119 | 4066 | 42 |
| 120 | 3423 | 55 |
| 121 | 3932 | 43 |
| 122 | 3245 | 60 |
| 123 | 2209 | 75 |
| 124 | 663179 | 0 |
| 125 | 4565 | 38 |
| 126 | 7877 | 17 |
| 127 | 2108 | 76 |
| 128 | 4982 | 29 |
| 129 | 2593 | 66 |
| 130 | 8032 | 17 |
| 131 | 1923 | 87 |
| 132 | 5088 | 18 |
| 133 | 3503 | 52 |
| 134 | 2677 | 69 |
| 135 | 2154 | 79 |
| 136 | 2077 | 78 |
| 137 | 6549 | 11 |
| 138 | 1970 | 80 |
| 139 | 1878 | 82 |
| 140 | 1872 | 83 |
| 141 | 5011 | 31 |
| 142 | 5713 | 24 |
| 143 | 3424 | 56 |
| 144 | 13834 | 1 |
| 145 | 3328 | 59 |
| 146 | 3078 | 62 |
| 147 | 3651 | 51 |
| 148 | 3348 | 48 |
| 149 | 2127 | 83 |
| 150 | 3780 | 44 |
| 151 | 4748 | 34 |
| 152 | 5858 | 19 |
| 153 | 3346 | 54 |
| 154 | 2380 | 76 |
| 155 | 6160 | 20 |
| 156 | 3502 | 58 |
| 157 | 659 | 100 |
| 158 | 3558 | 48 |
| 159 | 3809 | 44 |
| 160 | 2147 | 69 |
| 161 | 6759 | 16 |
| 162 | 1798 | 89 |
| 163 | 3965 | 53 |
| 164 | 2565 | 68 |
| 165 | 7006 | 15 |
| 166 | 2582 | 72 |
| 167 | 10621 | 0 |
| 168 | 3514 | 59 |
| 169 | 1778 | 89 |
| 170 | 4477 | 39 |
| 171 | 6112 | 26 |
| 172 | 6010 | 23 |
| 173 | 781 | 99 |
| 174 | 12006 | 4 |
| 175 | 2423 | 76 |
| 176 | 3398 | 53 |
| 177 | 5846 | 29 |
| 178 | 1825 | 86 |
| 179 | 2977 | 61 |
| 180 | 9663 | 6 |
| 181 | 2947 | 66 |
| 182 | 4318 | 45 |
| 183 | 6713 | 15 |
| 184 | 1886 | 85 |
| 185 | 12827 | 0 |
| 186 | 6122 | 25 |
| 187 | 5134 | 27 |
| 188 | 10029 | 4 |
| 189 | 4379 | 38 |
| 190 | 4423 | 33 |
| 191 | 8355 | 11 |
| 192 | 2952 | 72 |
| 193 | 1531 | 90 |
| 194 | 10426 | 5 |
| 195 | 5063 | 27 |
| 196 | 6889 | 18 |
| 197 | 8104 | 7 |
| 198 | 3055 | 62 |
| 199 | 5446 | 29 |
| 200 | 1874 | 85 |
| 201 | 4421 | 35 |
| 202 | 3398 | 52 |
| 203 | 2410 | 70 |
| 204 | 3334 | 59 |
| 205 | 4793 | 32 |
| 206 | 2545 | 66 |
| 207 | 3749 | 55 |
| 208 | 1713 | 87 |
| 209 | 1870 | 88 |
| 210 | 4134 | 50 |
| 211 | 1015 | 97 |
| 212 | 6193 | 17 |
| 213 | 2299 | 75 |
| 214 | 1848 | 89 |
| 215 | 5816 | 24 |
| 216 | 2762 | 71 |
| 217 | 2005 | 79 |
| 218 | 2522 | 65 |
| 219 | 4924 | 28 |
| 220 | 3291 | 55 |
| 221 | 3872 | 49 |
| 222 | 2046 | 84 |
| 223 | 4072 | 43 |
| 224 | 3778 | 50 |
| 225 | 2115 | 84 |
| 226 | 4270 | 39 |
| 227 | 4909 | 31 |
| 228 | 2552 | 68 |
| 229 | 2031 | 78 |
| 230 | 4504 | 39 |
| 231 | 3376 | 52 |
| 232 | 4331 | 37 |
| 233 | 10362 | 6 |
| 234 | 1091 | 97 |
| 235 | 7841 | 12 |
| 236 | 4168 | 42 |
| 237 | 5043 | 28 |
| 238 | 4647 | 40 |
| 239 | 1525 | 90 |
| 240 | 5929 | 24 |
| 241 | 4942 | 31 |
| 242 | 2707 | 69 |
| 243 | 1444 | 90 |
| 244 | 5017 | 24 |
| 245 | 4903 | 35 |
| 246 | 2551 | 71 |
| 247 | 2066 | 82 |
| 248 | 3165 | 65 |
| 249 | 1191 | 98 |
| 250 | 6479 | 19 |
| 251 | 10233 | 8 |
| 252 | 4228 | 41 |
| 253 | 5801 | 26 |
| 254 | 6543 | 13 |
| 255 | 4955 | 32 |
| 256 | 5268 | 28 |
| 257 | 1876 | 87 |
| 258 | 1613 | 94 |
| 259 | 3167 | 63 |
| 260 | 3779 | 48 |
| 261 | 5174 | 26 |
| 262 | 332 | 100 |
| 263 | 4935 | 24 |
| 264 | 3233 | 63 |
| 265 | 2313 | 76 |
| 266 | 4124 | 36 |
| 267 | 2185 | 75 |
| 268 | 2879 | 69 |
| 269 | 5045 | 27 |
| 270 | 3484 | 60 |
| 271 | 1717 | 86 |
| 272 | 7774 | 8 |
| 273 | 2195 | 80 |
| 274 | 2144 | 82 |
| 275 | 3249 | 59 |
| 276 | 1861 | 83 |
| 277 | 7101 | 7 |
| 278 | 1896 | 87 |
| 279 | 1338 | 98 |
| 280 | 1910 | 82 |
| 281 | 494 | 99 |
| 282 | 2976 | 58 |
| 283 | 3373 | 51 |
| 284 | 2774 | 70 |
| 285 | 5208 | 24 |
| 286 | 6606 | 20 |
| 287 | 4594 | 34 |
| 288 | 4298 | 36 |
| 289 | 5034 | 21 |
| 290 | 2579 | 68 |
| 291 | 2233 | 77 |
| 292 | 9012 | 3 |
| 293 | 4550 | 40 |
| 294 | 2999 | 65 |
| 295 | 602 | 100 |
| 296 | 2059 | 89 |
| 297 | 4327 | 40 |
| 298 | 1773 | 88 |
| 299 | 4914 | 32 |
| 300 | 8314 | 5 |
| 301 | 3599 | 54 |
| 302 | 4413 | 48 |
| 303 | 5614 | 24 |
| 304 | 4412 | 45 |
| 305 | 5588 | 22 |
| 306 | 5702 | 24 |
| 307 | 2229 | 69 |
| 308 | 1912 | 82 |
| 309 | 3015 | 66 |
| 310 | 5874 | 18 |
| 311 | 3716 | 51 |
| 312 | 2964 | 62 |
| 313 | 1587 | 90 |
| 314 | 1181 | 97 |
| 315 | 2103 | 79 |
| 316 | 1569 | 91 |
| 317 | 11146 | 3 |
| 318 | 2449 | 71 |
| 319 | 3189 | 57 |
| 320 | 2639 | 69 |
| 321 | 2363 | 74 |
| 322 | 4103 | 39 |
| 323 | 2117 | 76 |
| 324 | 2803 | 71 |
| 325 | 4040 | 43 |
| 326 | 3079 | 70 |
| 327 | 2365 | 77 |
| 328 | 1193 | 97 |
| 329 | 2361 | 72 |
| 330 | 7781 | 14 |
| 331 | 3969020 | 0 |
| 332 | 5640 | 17 |
| 333 | 1245 | 95 |
| 334 | 1365 | 92 |
| 335 | 4794 | 36 |
| 336 | 8190 | 8 |
| 337 | 2371 | 76 |
| 338 | 2887 | 63 |
| 339 | 1279 | 96 |
| 340 | 4253 | 43 |
| 341 | 3646 | 48 |
| 342 | 1816 | 86 |
| 343 | 1969 | 84 |
| 344 | 4979 | 21 |
| 345 | 3114 | 68 |
| 346 | 3052 | 67 |
| 347 | 5503 | 26 |
| 348 | 3578 | 45 |
| 349 | 4911 | 26 |
| 350 | 7493 | 10 |
| 351 | 1159 | 95 |
| 352 | 2756 | 70 |
| 353 | 6226 | 16 |
| 354 | 1592 | 90 |
| 355 | 6708 | 12 |
| 356 | 4051 | 49 |
| 357 | 2836 | 58 |
| 358 | 1463 | 92 |
| 359 | 8581 | 12 |
| 360 | 2781 | 62 |
| 361 | 1853 | 82 |
| 362 | 1899 | 86 |
| 363 | 3929 | 38 |
| 364 | 2225 | 73 |
| 365 | 7048 | 20 |
| 366 | 1548 | 89 |
| 367 | 5265 | 26 |
| 368 | 1219 | 94 |
| 369 | 10001 | 3 |
| 370 | 1514 | 94 |
| 371 | 1236 | 97 |
| 372 | 3854 | 44 |
| 373 | 5786 | 23 |
| 374 | 1362 | 94 |
| 375 | 2197 | 84 |
| 376 | 2464 | 65 |
| 377 | 4093 | 43 |
| 378 | 1452 | 93 |
| 379 | 2865 | 66 |
| 380 | 1311 | 93 |
| 381 | 4322 | 31 |
| 382 | 1747 | 89 |
| 383 | 4769 | 34 |
| 384 | 3684 | 47 |
| 385 | 6569 | 23 |
| 386 | 8675 | 7 |
| 387 | 675 | 95 |
| 388 | 3746 | 49 |
| 389 | 4179 | 38 |
| 390 | 3271 | 60 |
| 391 | 10430 | 2 |
| 392 | 1973 | 84 |
| 393 | 2835 | 70 |
| 394 | 3500 | 56 |
| 395 | 1445 | 92 |
| 396 | 1885 | 85 |
| 397 | 7972 | 12 |
| 398 | 4486 | 39 |
| 399 | 2769 | 67 |
| 400 | 3460 | 55 |
| 401 | 9291 | 6 |
| 402 | 3557 | 60 |
| 403 | 3288 | 61 |
| 404 | 3398 | 55 |
| 405 | 3063 | 57 |
| 406 | 2032 | 83 |
| 407 | 11213 | 4 |
| 408 | 2358 | 78 |
| 409 | 1372 | 91 |
| 410 | 1987 | 81 |
| 411 | 4651 | 33 |
| 412 | 7240 | 11 |
| 413 | 3886 | 43 |
| 414 | 3609 | 46 |
| 415 | 6517 | 15 |
| 416 | 8796 | 0 |
| 417 | 2821 | 68 |
| 418 | 3634 | 56 |
| 419 | 5529 | 20 |
| 420 | 6240 | 12 |
| 421 | 3253 | 60 |
| 422 | 1287 | 95 |
| 423 | 3719 | 48 |
| 424 | 2639 | 71 |
| 425 | 657168 | 1 |
| 426 | 4209 | 42 |
| 427 | 7119 | 11 |
| 428 | 4262 | 45 |
| 429 | 3118 | 61 |
| 430 | 4239 | 36 |
| 431 | 10669 | 4 |
| 432 | 2401 | 68 |
| 433 | 9627 | 9 |
| 434 | 3248 | 58 |
| 435 | 6535 | 13 |
| 436 | 11427 | 2 |
| 437 | 4894 | 41 |
| 438 | 8533 | 9 |
| 439 | 451 | 100 |
| 440 | 2087 | 80 |
| 441 | 6646 | 13 |
| 442 | 4690 | 36 |
| 443 | 9930 | 10 |
| 444 | 3844535 | 1 |
| 445 | 7252 | 13 |
| 446 | 2190 | 72 |
| 447 | 3437 | 56 |
| 448 | 6005 | 25 |
| 449 | 6005 | 15 |
| 450 | 2242 | 77 |
| 451 | 2327 | 78 |
| 452 | 2580 | 68 |
| 453 | 3266 | 53 |
| 454 | 5402 | 27 |
| 455 | 4032 | 48 |
| 456 | 2435 | 69 |
| 457 | 7551 | 12 |
| 458 | 4101 | 49 |
| 459 | 1711 | 87 |
| 460 | 2626 | 78 |
| 461 | 5352 | 25 |
| 462 | 1351 | 91 |
| 463 | 4264 | 46 |
| 464 | 9038 | 6 |
| 465 | 4581 | 36 |
| 466 | 4564 | 43 |
| 467 | 3425 | 55 |
| 468 | 1150 | 98 |
| 469 | 3610 | 53 |
| 470 | 5682 | 24 |
| 471 | 14112 | 2 |
| 472 | 3339 | 59 |
| 473 | 4372 | 47 |
| 474 | 5005 | 33 |
| 475 | 15102 | 1 |
| 476 | 2480 | 70 |
| 477 | 3040 | 64 |
| 478 | 4026 | 48 |
| 479 | 8069 | 11 |
| 480 | 6249 | 14 |
| 481 | 3728 | 47 |
| 482 | 4345 | 33 |
| 483 | 4925 | 32 |
| 484 | 6378 | 19 |
| 485 | 10390 | 5 |
| 486 | 2342 | 78 |
| 487 | 9464 | 3 |
| 488 | 2893 | 69 |
| 489 | 3470 | 52 |
| 490 | 4175 | 41 |
| 491 | 4828 | 32 |
| 492 | 2879 | 68 |
| 493 | 5730 | 24 |
| 494 | 5734 | 26 |
| 495 | 1499 | 92 |
| 496 | 6285 | 21 |
| 497 | 11293 | 3 |
| 498 | 8355 | 11 |
| 499 | 4305 | 46 |
| 500 | 3389 | 55 |
| 501 | 4352 | 42 |
| 502 | 4825 | 26 |
| 503 | 2825 | 72 |
| 504 | 5932 | 20 |
# Join it with our data
data_fil <- data_fil %>%
left_join(
fakenews_performance_answers %>% select(subj_idx, correct_answer),
by = "subj_idx"
) %>%
mutate(
correct_answer = if_else(
question_topic == "fakenews_performance",
correct_answer.y,
correct_answer.x
)
) %>%
select(-correct_answer.x, -correct_answer.y)Calculate True / Fake
A message is True, if (for Screen == Question)
response < correct_answer & message == “greater than”
response > correct_answer & message == “less than”
A message is Fake, if (for Screen == Question)
response > correct_answer & message == “greater than”
response < correct_answer & message == “less than”
data_fil <- data_fil %>%
mutate(news_source = case_when(
Screen == "Question" & response < correct_answer & message == "greater than" ~ "True",
Screen == "Question" & response > correct_answer & message == "less than" ~ "True",
Screen == "Question" & response > correct_answer & message == "greater than" ~ "Fake",
Screen == "Question" & response < correct_answer & message == "less than" ~ "Fake",
TRUE ~ NA_character_
))
data_fil <- data_fil %>%
group_by(subj_idx, question_topic) %>%
fill(news_source, .direction = "downup") %>%
ungroup()Transform into a factor with two levels (True and Fake)
data_fil <- data_fil %>%
mutate(news_source = factor(news_source, levels = c("Fake", "True")))Check if all worked as planned
data_fil %>%
filter(Screen == "Question") %>%
select(subj_idx, question_topic, response,
correct_answer, message, news_source) %>%
head(40) %>%
tt(theme = "striped")| subj_idx | question_topic | response | correct_answer | message | news_source |
|---|---|---|---|---|---|
| 252 | adoption | 35 | 23.0 | greater than | Fake |
| 252 | climate | 95 | 33.0 | less than | True |
| 252 | punishment | 40 | 39.0 | greater than | Fake |
| 252 | gender | 23 | 20.2 | less than | True |
| 252 | discrimination | 40 | 29.0 | greater than | Fake |
| 252 | gonogo_performance | 80 | 45.0 | greater than | Fake |
| 252 | immigration | 10 | 16.8 | less than | Fake |
| 252 | teaculture | 65 | 57.0 | greater than | Fake |
| 252 | fakenews_performance | 20 | 41.0 | less than | Fake |
| 382 | cats | 30 | 70.0 | greater than | True |
| 382 | brain | 40 | 60.0 | less than | Fake |
| 382 | punishment | 33 | 39.0 | greater than | True |
| 382 | immigration | 8 | 16.8 | less than | True |
| 382 | gonogo_performance | 66 | 79.0 | less than | Fake |
| 382 | discrimination | 35 | 29.0 | greater than | Fake |
| 382 | teaculture | 75 | 57.0 | less than | True |
| 382 | adoption | 35 | 23.0 | greater than | Fake |
| 382 | climate | 60 | 33.0 | less than | True |
| 382 | gender | 21 | 20.2 | less than | True |
| 382 | fakenews_performance | 70 | 89.0 | less than | Fake |
| 1 | cats | 65 | 70.0 | less than | Fake |
| 1 | brain | 70 | 60.0 | less than | True |
| 1 | adoption | 40 | 23.0 | greater than | Fake |
| 1 | teaculture | 75 | 57.0 | less than | True |
| 1 | punishment | 45 | 39.0 | less than | True |
| 1 | gender | 35 | 20.2 | less than | True |
| 1 | gonogo_performance | 85 | 36.0 | less than | True |
| 1 | climate | 25 | 33.0 | greater than | True |
| 1 | discrimination | 50 | 29.0 | less than | True |
| 1 | immigration | 30 | 16.8 | greater than | Fake |
| 1 | fakenews_performance | 10 | 90.0 | greater than | True |
| 253 | cats | 75 | 70.0 | greater than | Fake |
| 253 | discrimination | 60 | 29.0 | less than | True |
| 253 | brain | 40 | 60.0 | less than | Fake |
| 253 | adoption | 35 | 23.0 | greater than | Fake |
| 253 | teaculture | 40 | 57.0 | less than | Fake |
| 253 | immigration | 48 | 16.8 | less than | True |
| 253 | gender | 60 | 20.2 | greater than | Fake |
| 253 | punishment | 30 | 39.0 | greater than | True |
| 253 | gonogo_performance | 80 | 40.0 | greater than | Fake |
data_fil %>%
select(news_source) %>%
datasummary_skim(., type = "categorical")| news_source | N | % |
|---|---|---|
| Fake | 5334 | 49.5 |
| True | 5410 | 50.2 |
Calculate Pro / Anti Message based on Issue Motive
A message is Pro, if
message == “less than” and motive for this topic == “Lower”
message == “greater than” and motive for this topic == “Higher”
A message is Anti, if
message == “less than” and motive for this topic == “Higher”
message == “greater than” and motive for this topic == “Lower”
Irrespective of the message, if the issue_motive == “Neutral” it stays neutral
data_dir <- data_fil %>%
mutate(issue_direction = case_when(
question_topic == "climate" ~ m_climate,
question_topic == "adoption" ~ m_adoption,
question_topic == "punishment" ~ m_punishment,
question_topic == "cats" ~ m_cats,
question_topic == "teaculture" ~ m_teaculture,
question_topic == "brain" ~ m_brain,
question_topic == "gender" ~ m_gender,
question_topic == "discrimination" ~ m_discrimination,
question_topic == "immigration" ~ m_immigration,
question_topic == "gonogo_performance" ~ m_selfenhancement,
question_topic == "fakenews_performance" ~ m_selfenhancement,
TRUE ~ NA_character_
))
data_mot <- data_dir %>%
mutate(issue_motive = case_when(
message == "less than" & issue_direction == "Lower" ~ "Pro",
message == "greater than" & issue_direction == "Higher" ~ "Pro",
message == "less than" & issue_direction == "Higher" ~ "Anti",
message == "greater than" & issue_direction == "Lower" ~ "Anti",
issue_direction == "Neutral" ~ "Neutral",
TRUE ~ NA_character_
))Transform into a factor with three levels (Anti, Neutral, Pro)
data_mot <- data_mot %>%
mutate(issue_motive = factor(issue_motive, levels = c("Anti", "Neutral", "Pro")))Check if this worked
data_mot %>%
filter(question_topic == "immigration") %>%
select(subj_idx, question_topic, message, m_immigration, issue_motive) %>%
tt(theme = "striped")| subj_idx | question_topic | message | m_immigration | issue_motive |
|---|---|---|---|---|
| 252 | immigration | less than | Lower | Pro |
| 252 | immigration | less than | Lower | Pro |
| 382 | immigration | less than | Lower | Pro |
| 382 | immigration | less than | Lower | Pro |
| 1 | immigration | greater than | Neutral | Neutral |
| 1 | immigration | greater than | Neutral | Neutral |
| 253 | immigration | less than | Lower | Pro |
| 253 | immigration | less than | Lower | Pro |
| 2 | immigration | greater than | Higher | Pro |
| 2 | immigration | greater than | Higher | Pro |
| 3 | immigration | greater than | Neutral | Neutral |
| 3 | immigration | greater than | Neutral | Neutral |
| 254 | immigration | greater than | Higher | Pro |
| 254 | immigration | greater than | Higher | Pro |
| 255 | immigration | less than | Higher | Anti |
| 255 | immigration | less than | Higher | Anti |
| 256 | immigration | greater than | Lower | Anti |
| 256 | immigration | greater than | Lower | Anti |
| 4 | immigration | greater than | Lower | Anti |
| 4 | immigration | greater than | Lower | Anti |
| 257 | immigration | less than | Neutral | Neutral |
| 257 | immigration | less than | Neutral | Neutral |
| 258 | immigration | greater than | Higher | Pro |
| 258 | immigration | greater than | Higher | Pro |
| 259 | immigration | greater than | Lower | Anti |
| 259 | immigration | greater than | Lower | Anti |
| 260 | immigration | less than | Lower | Pro |
| 260 | immigration | less than | Lower | Pro |
| 381 | immigration | less than | Neutral | Neutral |
| 381 | immigration | less than | Neutral | Neutral |
| 8 | immigration | greater than | Lower | Anti |
| 8 | immigration | greater than | Lower | Anti |
| 9 | immigration | greater than | Lower | Anti |
| 9 | immigration | greater than | Lower | Anti |
| 10 | immigration | greater than | Lower | Anti |
| 10 | immigration | greater than | Lower | Anti |
| 262 | immigration | less than | Lower | Pro |
| 262 | immigration | less than | Lower | Pro |
| 263 | immigration | greater than | Higher | Pro |
| 263 | immigration | greater than | Higher | Pro |
| 14 | immigration | greater than | Neutral | Neutral |
| 14 | immigration | greater than | Neutral | Neutral |
| 84 | immigration | less than | Lower | Pro |
| 84 | immigration | less than | Lower | Pro |
| 12 | immigration | greater than | Higher | Pro |
| 12 | immigration | greater than | Higher | Pro |
| 15 | immigration | less than | Lower | Pro |
| 15 | immigration | less than | Lower | Pro |
| 380 | immigration | less than | Lower | Pro |
| 380 | immigration | less than | Lower | Pro |
| 13 | immigration | greater than | Lower | Anti |
| 13 | immigration | greater than | Lower | Anti |
| 266 | immigration | less than | Higher | Anti |
| 266 | immigration | less than | Higher | Anti |
| 16 | immigration | greater than | Lower | Anti |
| 16 | immigration | greater than | Lower | Anti |
| 265 | immigration | greater than | Lower | Anti |
| 265 | immigration | greater than | Lower | Anti |
| 268 | immigration | less than | Neutral | Neutral |
| 268 | immigration | less than | Neutral | Neutral |
| 20 | immigration | greater than | Lower | Anti |
| 20 | immigration | greater than | Lower | Anti |
| 379 | immigration | greater than | Higher | Pro |
| 379 | immigration | greater than | Higher | Pro |
| 82 | immigration | less than | Neutral | Neutral |
| 82 | immigration | less than | Neutral | Neutral |
| 18 | immigration | less than | Neutral | Neutral |
| 18 | immigration | less than | Neutral | Neutral |
| 378 | immigration | less than | Lower | Pro |
| 378 | immigration | less than | Lower | Pro |
| 271 | immigration | greater than | Lower | Anti |
| 271 | immigration | greater than | Lower | Anti |
| 83 | immigration | less than | Higher | Anti |
| 83 | immigration | less than | Higher | Anti |
| 21 | immigration | less than | Higher | Anti |
| 21 | immigration | less than | Higher | Anti |
| 377 | immigration | greater than | Higher | Pro |
| 377 | immigration | greater than | Higher | Pro |
| 376 | immigration | greater than | Lower | Anti |
| 376 | immigration | greater than | Lower | Anti |
| 374 | immigration | less than | Lower | Pro |
| 374 | immigration | less than | Lower | Pro |
| 273 | immigration | greater than | Lower | Anti |
| 273 | immigration | greater than | Lower | Anti |
| 80 | immigration | less than | Lower | Pro |
| 80 | immigration | less than | Lower | Pro |
| 81 | immigration | less than | Lower | Pro |
| 81 | immigration | less than | Lower | Pro |
| 24 | immigration | greater than | Lower | Anti |
| 24 | immigration | greater than | Lower | Anti |
| 375 | immigration | less than | Lower | Pro |
| 375 | immigration | less than | Lower | Pro |
| 25 | immigration | less than | Neutral | Neutral |
| 25 | immigration | less than | Neutral | Neutral |
| 274 | immigration | greater than | Higher | Pro |
| 274 | immigration | greater than | Higher | Pro |
| 27 | immigration | greater than | Higher | Pro |
| 27 | immigration | greater than | Higher | Pro |
| 276 | immigration | less than | Lower | Pro |
| 276 | immigration | less than | Lower | Pro |
| 29 | immigration | greater than | Lower | Anti |
| 29 | immigration | greater than | Lower | Anti |
| 28 | immigration | greater than | Higher | Pro |
| 28 | immigration | greater than | Higher | Pro |
| 372 | immigration | less than | Lower | Pro |
| 372 | immigration | less than | Lower | Pro |
| 277 | immigration | greater than | Lower | Anti |
| 277 | immigration | greater than | Lower | Anti |
| 279 | immigration | less than | Neutral | Neutral |
| 279 | immigration | less than | Neutral | Neutral |
| 31 | immigration | greater than | Lower | Anti |
| 31 | immigration | greater than | Lower | Anti |
| 30 | immigration | less than | Lower | Pro |
| 30 | immigration | less than | Lower | Pro |
| 281 | immigration | greater than | Lower | Anti |
| 281 | immigration | greater than | Lower | Anti |
| 35 | immigration | greater than | Lower | Anti |
| 35 | immigration | greater than | Lower | Anti |
| 34 | immigration | greater than | Higher | Pro |
| 34 | immigration | greater than | Higher | Pro |
| 282 | immigration | less than | Lower | Pro |
| 282 | immigration | less than | Lower | Pro |
| 371 | immigration | less than | Lower | Pro |
| 371 | immigration | less than | Lower | Pro |
| 33 | immigration | greater than | Lower | Anti |
| 33 | immigration | greater than | Lower | Anti |
| 369 | immigration | less than | Lower | Pro |
| 369 | immigration | less than | Lower | Pro |
| 40 | immigration | less than | Higher | Anti |
| 40 | immigration | less than | Higher | Anti |
| 272 | immigration | greater than | Higher | Pro |
| 272 | immigration | greater than | Higher | Pro |
| 283 | immigration | less than | Lower | Pro |
| 283 | immigration | less than | Lower | Pro |
| 286 | immigration | greater than | Lower | Anti |
| 286 | immigration | greater than | Lower | Anti |
| 42 | immigration | less than | Neutral | Neutral |
| 42 | immigration | less than | Neutral | Neutral |
| 370 | immigration | less than | Lower | Pro |
| 370 | immigration | less than | Lower | Pro |
| 287 | immigration | less than | Neutral | Neutral |
| 287 | immigration | less than | Neutral | Neutral |
| 41 | immigration | less than | Lower | Pro |
| 41 | immigration | less than | Lower | Pro |
| 285 | immigration | less than | Lower | Pro |
| 285 | immigration | less than | Lower | Pro |
| 368 | immigration | greater than | Lower | Anti |
| 368 | immigration | greater than | Lower | Anti |
| 288 | immigration | less than | Lower | Pro |
| 288 | immigration | less than | Lower | Pro |
| 39 | immigration | less than | Neutral | Neutral |
| 39 | immigration | less than | Neutral | Neutral |
| 38 | immigration | less than | Neutral | Neutral |
| 38 | immigration | less than | Neutral | Neutral |
| 290 | immigration | greater than | Lower | Anti |
| 290 | immigration | greater than | Lower | Anti |
| 44 | immigration | greater than | Lower | Anti |
| 44 | immigration | greater than | Lower | Anti |
| 45 | immigration | greater than | Higher | Pro |
| 45 | immigration | greater than | Higher | Pro |
| 291 | immigration | greater than | Higher | Pro |
| 291 | immigration | greater than | Higher | Pro |
| 293 | immigration | less than | Lower | Pro |
| 293 | immigration | less than | Lower | Pro |
| 47 | immigration | greater than | Lower | Anti |
| 47 | immigration | greater than | Lower | Anti |
| 79 | immigration | less than | Higher | Anti |
| 79 | immigration | less than | Higher | Anti |
| 46 | immigration | greater than | Neutral | Neutral |
| 46 | immigration | greater than | Neutral | Neutral |
| 50 | immigration | less than | Lower | Pro |
| 50 | immigration | less than | Lower | Pro |
| 298 | immigration | less than | Higher | Anti |
| 298 | immigration | less than | Higher | Anti |
| 43 | immigration | less than | Neutral | Neutral |
| 43 | immigration | less than | Neutral | Neutral |
| 294 | immigration | less than | Lower | Pro |
| 294 | immigration | less than | Lower | Pro |
| 296 | immigration | greater than | Higher | Pro |
| 296 | immigration | greater than | Higher | Pro |
| 297 | immigration | greater than | Neutral | Neutral |
| 297 | immigration | greater than | Neutral | Neutral |
| 52 | immigration | less than | Higher | Anti |
| 52 | immigration | less than | Higher | Anti |
| 366 | immigration | less than | Higher | Anti |
| 366 | immigration | less than | Higher | Anti |
| 56 | immigration | less than | Higher | Anti |
| 56 | immigration | less than | Higher | Anti |
| 365 | immigration | less than | Lower | Pro |
| 365 | immigration | less than | Lower | Pro |
| 63 | immigration | less than | Lower | Pro |
| 63 | immigration | less than | Lower | Pro |
| 304 | immigration | greater than | Neutral | Neutral |
| 304 | immigration | greater than | Neutral | Neutral |
| 58 | immigration | greater than | Lower | Anti |
| 58 | immigration | greater than | Lower | Anti |
| 306 | immigration | greater than | Higher | Pro |
| 306 | immigration | greater than | Higher | Pro |
| 51 | immigration | less than | Lower | Pro |
| 51 | immigration | less than | Lower | Pro |
| 302 | immigration | less than | Neutral | Neutral |
| 302 | immigration | less than | Neutral | Neutral |
| 54 | immigration | less than | Lower | Pro |
| 54 | immigration | less than | Lower | Pro |
| 57 | immigration | greater than | Lower | Anti |
| 57 | immigration | greater than | Lower | Anti |
| 60 | immigration | less than | Lower | Pro |
| 60 | immigration | less than | Lower | Pro |
| 364 | immigration | greater than | Lower | Anti |
| 364 | immigration | greater than | Lower | Anti |
| 53 | immigration | less than | Lower | Pro |
| 53 | immigration | less than | Lower | Pro |
| 280 | immigration | less than | Higher | Anti |
| 280 | immigration | less than | Higher | Anti |
| 301 | immigration | less than | Lower | Pro |
| 301 | immigration | less than | Lower | Pro |
| 65 | immigration | greater than | Higher | Pro |
| 65 | immigration | greater than | Higher | Pro |
| 55 | immigration | less than | Neutral | Neutral |
| 55 | immigration | less than | Neutral | Neutral |
| 307 | immigration | less than | Lower | Pro |
| 307 | immigration | less than | Lower | Pro |
| 305 | immigration | less than | Higher | Anti |
| 305 | immigration | less than | Higher | Anti |
| 308 | immigration | less than | Lower | Pro |
| 308 | immigration | less than | Lower | Pro |
| 300 | immigration | less than | Neutral | Neutral |
| 300 | immigration | less than | Neutral | Neutral |
| 59 | immigration | greater than | Lower | Anti |
| 59 | immigration | greater than | Lower | Anti |
| 270 | immigration | greater than | Higher | Pro |
| 270 | immigration | greater than | Higher | Pro |
| 309 | immigration | greater than | Lower | Anti |
| 309 | immigration | greater than | Lower | Anti |
| 71 | immigration | greater than | Lower | Anti |
| 71 | immigration | greater than | Lower | Anti |
| 310 | immigration | less than | Higher | Anti |
| 310 | immigration | less than | Higher | Anti |
| 68 | immigration | greater than | Higher | Pro |
| 68 | immigration | greater than | Higher | Pro |
| 299 | immigration | greater than | Lower | Anti |
| 299 | immigration | greater than | Lower | Anti |
| 367 | immigration | greater than | Lower | Anti |
| 367 | immigration | greater than | Lower | Anti |
| 295 | immigration | less than | Lower | Pro |
| 295 | immigration | less than | Lower | Pro |
| 48 | immigration | less than | Neutral | Neutral |
| 48 | immigration | less than | Neutral | Neutral |
| 37 | immigration | less than | Higher | Anti |
| 37 | immigration | less than | Higher | Anti |
| 36 | immigration | greater than | Neutral | Neutral |
| 36 | immigration | greater than | Neutral | Neutral |
| 284 | immigration | greater than | Lower | Anti |
| 284 | immigration | greater than | Lower | Anti |
| 278 | immigration | less than | Lower | Pro |
| 278 | immigration | less than | Lower | Pro |
| 23 | immigration | less than | Neutral | Neutral |
| 23 | immigration | less than | Neutral | Neutral |
| 275 | immigration | less than | Higher | Anti |
| 275 | immigration | less than | Higher | Anti |
| 26 | immigration | less than | Higher | Anti |
| 26 | immigration | less than | Higher | Anti |
| 373 | immigration | less than | Lower | Pro |
| 373 | immigration | less than | Lower | Pro |
| 19 | immigration | less than | Lower | Pro |
| 19 | immigration | less than | Lower | Pro |
| 269 | immigration | less than | Higher | Anti |
| 269 | immigration | less than | Higher | Anti |
| 17 | immigration | greater than | Higher | Pro |
| 17 | immigration | greater than | Higher | Pro |
| 267 | immigration | greater than | Lower | Anti |
| 267 | immigration | greater than | Lower | Anti |
| 264 | immigration | less than | Neutral | Neutral |
| 264 | immigration | less than | Neutral | Neutral |
| 11 | immigration | less than | Higher | Anti |
| 11 | immigration | less than | Higher | Anti |
| 261 | immigration | greater than | Neutral | Neutral |
| 261 | immigration | greater than | Neutral | Neutral |
| 7 | immigration | less than | Higher | Anti |
| 7 | immigration | less than | Higher | Anti |
| 6 | immigration | greater than | Lower | Anti |
| 6 | immigration | greater than | Lower | Anti |
| 5 | immigration | greater than | Higher | Pro |
| 5 | immigration | greater than | Higher | Pro |
| 292 | immigration | less than | Neutral | Neutral |
| 292 | immigration | less than | Neutral | Neutral |
| 32 | immigration | less than | Lower | Pro |
| 32 | immigration | less than | Lower | Pro |
| 49 | immigration | greater than | Lower | Anti |
| 49 | immigration | greater than | Lower | Anti |
| 61 | immigration | greater than | Higher | Pro |
| 61 | immigration | greater than | Higher | Pro |
| 312 | immigration | less than | Neutral | Neutral |
| 312 | immigration | less than | Neutral | Neutral |
| 70 | immigration | greater than | Lower | Anti |
| 70 | immigration | greater than | Lower | Anti |
| 77 | immigration | less than | Higher | Anti |
| 77 | immigration | less than | Higher | Anti |
| 72 | immigration | greater than | Lower | Anti |
| 72 | immigration | greater than | Lower | Anti |
| 316 | immigration | less than | Higher | Anti |
| 316 | immigration | less than | Higher | Anti |
| 76 | immigration | less than | Lower | Pro |
| 76 | immigration | less than | Lower | Pro |
| 317 | immigration | less than | Neutral | Neutral |
| 317 | immigration | less than | Neutral | Neutral |
| 363 | immigration | greater than | Higher | Pro |
| 363 | immigration | greater than | Higher | Pro |
| 73 | immigration | greater than | Neutral | Neutral |
| 73 | immigration | greater than | Neutral | Neutral |
| 318 | immigration | greater than | Neutral | Neutral |
| 318 | immigration | greater than | Neutral | Neutral |
| 78 | immigration | greater than | Lower | Anti |
| 78 | immigration | greater than | Lower | Anti |
| 85 | immigration | greater than | Neutral | Neutral |
| 85 | immigration | greater than | Neutral | Neutral |
| 67 | immigration | greater than | Lower | Anti |
| 67 | immigration | greater than | Lower | Anti |
| 326 | immigration | greater than | Neutral | Neutral |
| 326 | immigration | greater than | Neutral | Neutral |
| 91 | immigration | greater than | Lower | Anti |
| 91 | immigration | greater than | Lower | Anti |
| 323 | immigration | greater than | Lower | Anti |
| 323 | immigration | greater than | Lower | Anti |
| 69 | immigration | greater than | Lower | Anti |
| 69 | immigration | greater than | Lower | Anti |
| 86 | immigration | greater than | Neutral | Neutral |
| 86 | immigration | greater than | Neutral | Neutral |
| 315 | immigration | greater than | Lower | Anti |
| 315 | immigration | greater than | Lower | Anti |
| 324 | immigration | greater than | Higher | Pro |
| 324 | immigration | greater than | Higher | Pro |
| 383 | immigration | less than | Lower | Pro |
| 383 | immigration | less than | Lower | Pro |
| 320 | immigration | less than | Lower | Pro |
| 320 | immigration | less than | Lower | Pro |
| 327 | immigration | greater than | Higher | Pro |
| 327 | immigration | greater than | Higher | Pro |
| 328 | immigration | greater than | Lower | Anti |
| 328 | immigration | greater than | Lower | Anti |
| 88 | immigration | greater than | Neutral | Neutral |
| 88 | immigration | greater than | Neutral | Neutral |
| 322 | immigration | less than | Neutral | Neutral |
| 322 | immigration | less than | Neutral | Neutral |
| 89 | immigration | less than | Lower | Pro |
| 89 | immigration | less than | Lower | Pro |
| 331 | immigration | greater than | Higher | Pro |
| 331 | immigration | greater than | Higher | Pro |
| 362 | immigration | less than | Lower | Pro |
| 362 | immigration | less than | Lower | Pro |
| 97 | immigration | greater than | Lower | Anti |
| 97 | immigration | greater than | Lower | Anti |
| 332 | immigration | greater than | Higher | Pro |
| 332 | immigration | greater than | Higher | Pro |
| 313 | immigration | less than | Lower | Pro |
| 313 | immigration | less than | Lower | Pro |
| 98 | immigration | greater than | Lower | Anti |
| 98 | immigration | greater than | Lower | Anti |
| 325 | immigration | greater than | Lower | Anti |
| 325 | immigration | greater than | Lower | Anti |
| 329 | immigration | less than | Lower | Pro |
| 329 | immigration | less than | Lower | Pro |
| 66 | immigration | less than | Neutral | Neutral |
| 66 | immigration | less than | Neutral | Neutral |
| 333 | immigration | greater than | Neutral | Neutral |
| 333 | immigration | greater than | Neutral | Neutral |
| 336 | immigration | less than | Lower | Pro |
| 336 | immigration | less than | Lower | Pro |
| 337 | immigration | less than | Lower | Pro |
| 337 | immigration | less than | Lower | Pro |
| 334 | immigration | greater than | Lower | Anti |
| 334 | immigration | greater than | Lower | Anti |
| 314 | immigration | less than | Lower | Pro |
| 314 | immigration | less than | Lower | Pro |
| 108 | immigration | less than | Higher | Anti |
| 108 | immigration | less than | Higher | Anti |
| 101 | immigration | less than | Neutral | Neutral |
| 101 | immigration | less than | Neutral | Neutral |
| 106 | immigration | less than | Lower | Pro |
| 106 | immigration | less than | Lower | Pro |
| 105 | immigration | less than | Lower | Pro |
| 105 | immigration | less than | Lower | Pro |
| 62 | immigration | greater than | Higher | Pro |
| 62 | immigration | greater than | Higher | Pro |
| 109 | immigration | greater than | Lower | Anti |
| 109 | immigration | greater than | Lower | Anti |
| 107 | immigration | greater than | Higher | Pro |
| 107 | immigration | greater than | Higher | Pro |
| 92 | immigration | greater than | Lower | Anti |
| 92 | immigration | greater than | Lower | Anti |
| 330 | immigration | less than | Higher | Anti |
| 330 | immigration | less than | Higher | Anti |
| 342 | immigration | greater than | Lower | Anti |
| 342 | immigration | greater than | Lower | Anti |
| 111 | immigration | greater than | Lower | Anti |
| 111 | immigration | greater than | Lower | Anti |
| 338 | immigration | less than | Lower | Pro |
| 338 | immigration | less than | Lower | Pro |
| 345 | immigration | greater than | Higher | Pro |
| 345 | immigration | greater than | Higher | Pro |
| 289 | immigration | less than | Lower | Pro |
| 289 | immigration | less than | Lower | Pro |
| 344 | immigration | less than | Higher | Anti |
| 344 | immigration | less than | Higher | Anti |
| 112 | immigration | less than | Lower | Pro |
| 112 | immigration | less than | Lower | Pro |
| 100 | immigration | less than | Lower | Pro |
| 100 | immigration | less than | Lower | Pro |
| 343 | immigration | greater than | Lower | Anti |
| 343 | immigration | greater than | Lower | Anti |
| 99 | immigration | less than | Lower | Pro |
| 99 | immigration | less than | Lower | Pro |
| 75 | immigration | less than | Higher | Anti |
| 75 | immigration | less than | Higher | Anti |
| 94 | immigration | greater than | Lower | Anti |
| 94 | immigration | greater than | Lower | Anti |
| 93 | immigration | less than | Higher | Anti |
| 93 | immigration | less than | Higher | Anti |
| 96 | immigration | less than | Lower | Pro |
| 96 | immigration | less than | Lower | Pro |
| 321 | immigration | less than | Lower | Pro |
| 321 | immigration | less than | Lower | Pro |
| 87 | immigration | less than | Neutral | Neutral |
| 87 | immigration | less than | Neutral | Neutral |
| 90 | immigration | less than | Neutral | Neutral |
| 90 | immigration | less than | Neutral | Neutral |
| 113 | immigration | greater than | Lower | Anti |
| 113 | immigration | greater than | Lower | Anti |
| 102 | immigration | less than | Lower | Pro |
| 102 | immigration | less than | Lower | Pro |
| 110 | immigration | greater than | Higher | Pro |
| 110 | immigration | greater than | Higher | Pro |
| 115 | immigration | greater than | Higher | Pro |
| 115 | immigration | greater than | Higher | Pro |
| 95 | immigration | greater than | Neutral | Neutral |
| 95 | immigration | greater than | Neutral | Neutral |
| 103 | immigration | less than | Lower | Pro |
| 103 | immigration | less than | Lower | Pro |
| 339 | immigration | less than | Neutral | Neutral |
| 339 | immigration | less than | Neutral | Neutral |
| 350 | immigration | greater than | Lower | Anti |
| 350 | immigration | greater than | Lower | Anti |
| 341 | immigration | less than | Lower | Pro |
| 341 | immigration | less than | Lower | Pro |
| 114 | immigration | less than | Higher | Anti |
| 114 | immigration | less than | Higher | Anti |
| 335 | immigration | less than | Higher | Anti |
| 335 | immigration | less than | Higher | Anti |
| 351 | immigration | greater than | Neutral | Neutral |
| 351 | immigration | greater than | Neutral | Neutral |
| 349 | immigration | less than | Lower | Pro |
| 349 | immigration | less than | Lower | Pro |
| 348 | immigration | less than | Neutral | Neutral |
| 348 | immigration | less than | Neutral | Neutral |
| 104 | immigration | greater than | Neutral | Neutral |
| 104 | immigration | greater than | Neutral | Neutral |
| 319 | immigration | greater than | Neutral | Neutral |
| 319 | immigration | greater than | Neutral | Neutral |
| 356 | immigration | less than | Lower | Pro |
| 356 | immigration | less than | Lower | Pro |
| 352 | immigration | greater than | Lower | Anti |
| 352 | immigration | greater than | Lower | Anti |
| 118 | immigration | less than | Lower | Pro |
| 118 | immigration | less than | Lower | Pro |
| 116 | immigration | less than | Higher | Anti |
| 116 | immigration | less than | Higher | Anti |
| 117 | immigration | less than | Higher | Anti |
| 117 | immigration | less than | Higher | Anti |
| 354 | immigration | greater than | Lower | Anti |
| 354 | immigration | greater than | Lower | Anti |
| 346 | immigration | greater than | Neutral | Neutral |
| 346 | immigration | greater than | Neutral | Neutral |
| 120 | immigration | greater than | Lower | Anti |
| 120 | immigration | greater than | Lower | Anti |
| 74 | immigration | less than | Lower | Pro |
| 74 | immigration | less than | Lower | Pro |
| 122 | immigration | greater than | Lower | Anti |
| 122 | immigration | greater than | Lower | Anti |
| 124 | immigration | less than | Neutral | Neutral |
| 124 | immigration | less than | Neutral | Neutral |
| 123 | immigration | greater than | Lower | Anti |
| 123 | immigration | greater than | Lower | Anti |
| 359 | immigration | less than | Lower | Pro |
| 359 | immigration | less than | Lower | Pro |
| 303 | immigration | less than | Neutral | Neutral |
| 303 | immigration | less than | Neutral | Neutral |
| 357 | immigration | greater than | Lower | Anti |
| 357 | immigration | greater than | Lower | Anti |
| 361 | immigration | less than | Lower | Pro |
| 361 | immigration | less than | Lower | Pro |
| 121 | immigration | less than | Lower | Pro |
| 121 | immigration | less than | Lower | Pro |
| 340 | immigration | greater than | Higher | Pro |
| 340 | immigration | greater than | Higher | Pro |
| 127 | immigration | less than | Lower | Pro |
| 127 | immigration | less than | Lower | Pro |
| 353 | immigration | greater than | Lower | Anti |
| 353 | immigration | greater than | Lower | Anti |
| 128 | immigration | greater than | Higher | Pro |
| 128 | immigration | greater than | Higher | Pro |
| 129 | immigration | greater than | Higher | Pro |
| 129 | immigration | greater than | Higher | Pro |
| 347 | immigration | less than | Higher | Anti |
| 347 | immigration | less than | Higher | Anti |
| 311 | immigration | less than | Lower | Pro |
| 311 | immigration | less than | Lower | Pro |
| 386 | immigration | less than | Lower | Pro |
| 386 | immigration | less than | Lower | Pro |
| 384 | immigration | greater than | Lower | Anti |
| 384 | immigration | greater than | Lower | Anti |
| 64 | immigration | less than | Lower | Pro |
| 64 | immigration | less than | Lower | Pro |
| 133 | immigration | less than | Neutral | Neutral |
| 133 | immigration | less than | Neutral | Neutral |
| 125 | immigration | greater than | Lower | Anti |
| 125 | immigration | greater than | Lower | Anti |
| 360 | immigration | less than | Lower | Pro |
| 360 | immigration | less than | Lower | Pro |
| 387 | immigration | less than | Lower | Pro |
| 387 | immigration | less than | Lower | Pro |
| 385 | immigration | greater than | Higher | Pro |
| 385 | immigration | greater than | Higher | Pro |
| 389 | immigration | greater than | Neutral | Neutral |
| 389 | immigration | greater than | Neutral | Neutral |
| 119 | immigration | greater than | Lower | Anti |
| 119 | immigration | greater than | Lower | Anti |
| 126 | immigration | less than | Lower | Pro |
| 126 | immigration | less than | Lower | Pro |
| 132 | immigration | less than | Lower | Pro |
| 132 | immigration | less than | Lower | Pro |
| 390 | immigration | greater than | Lower | Anti |
| 390 | immigration | greater than | Lower | Anti |
| 391 | immigration | less than | Higher | Anti |
| 391 | immigration | less than | Higher | Anti |
| 134 | immigration | greater than | Higher | Pro |
| 134 | immigration | greater than | Higher | Pro |
| 135 | immigration | greater than | Lower | Anti |
| 135 | immigration | greater than | Lower | Anti |
| 131 | immigration | greater than | Lower | Anti |
| 131 | immigration | greater than | Lower | Anti |
| 388 | immigration | less than | Higher | Anti |
| 388 | immigration | less than | Higher | Anti |
| 393 | immigration | greater than | Lower | Anti |
| 393 | immigration | greater than | Lower | Anti |
| 392 | immigration | greater than | Higher | Pro |
| 392 | immigration | greater than | Higher | Pro |
| 396 | immigration | less than | Lower | Pro |
| 396 | immigration | less than | Lower | Pro |
| 138 | immigration | greater than | Lower | Anti |
| 138 | immigration | greater than | Lower | Anti |
| 136 | immigration | greater than | Higher | Pro |
| 136 | immigration | greater than | Higher | Pro |
| 139 | immigration | less than | Higher | Anti |
| 139 | immigration | less than | Higher | Anti |
| 504 | immigration | less than | Lower | Pro |
| 504 | immigration | less than | Lower | Pro |
| 397 | immigration | greater than | Lower | Anti |
| 397 | immigration | greater than | Lower | Anti |
| 395 | immigration | greater than | Neutral | Neutral |
| 395 | immigration | greater than | Neutral | Neutral |
| 394 | immigration | greater than | Higher | Pro |
| 394 | immigration | greater than | Higher | Pro |
| 142 | immigration | less than | Lower | Pro |
| 142 | immigration | less than | Lower | Pro |
| 141 | immigration | greater than | Higher | Pro |
| 141 | immigration | greater than | Higher | Pro |
| 137 | immigration | less than | Higher | Anti |
| 137 | immigration | less than | Higher | Anti |
| 145 | immigration | greater than | Lower | Anti |
| 145 | immigration | greater than | Lower | Anti |
| 22 | immigration | less than | Lower | Pro |
| 22 | immigration | less than | Lower | Pro |
| 144 | immigration | less than | Higher | Anti |
| 144 | immigration | less than | Higher | Anti |
| 400 | immigration | greater than | Lower | Anti |
| 400 | immigration | greater than | Lower | Anti |
| 146 | immigration | greater than | Higher | Pro |
| 146 | immigration | greater than | Higher | Pro |
| 398 | immigration | less than | Higher | Anti |
| 398 | immigration | less than | Higher | Anti |
| 148 | immigration | less than | Lower | Pro |
| 148 | immigration | less than | Lower | Pro |
| 140 | immigration | greater than | Lower | Anti |
| 140 | immigration | greater than | Lower | Anti |
| 503 | immigration | greater than | Higher | Pro |
| 503 | immigration | greater than | Higher | Pro |
| 399 | immigration | less than | Lower | Pro |
| 399 | immigration | less than | Lower | Pro |
| 401 | immigration | less than | Higher | Anti |
| 401 | immigration | less than | Higher | Anti |
| 149 | immigration | greater than | Lower | Anti |
| 149 | immigration | greater than | Lower | Anti |
| 143 | immigration | less than | Lower | Pro |
| 143 | immigration | less than | Lower | Pro |
| 403 | immigration | greater than | Lower | Anti |
| 403 | immigration | greater than | Lower | Anti |
| 147 | immigration | less than | Lower | Pro |
| 147 | immigration | less than | Lower | Pro |
| 150 | immigration | greater than | Neutral | Neutral |
| 150 | immigration | greater than | Neutral | Neutral |
| 153 | immigration | greater than | Higher | Pro |
| 153 | immigration | greater than | Higher | Pro |
| 152 | immigration | greater than | Higher | Pro |
| 152 | immigration | greater than | Higher | Pro |
| 404 | immigration | less than | Higher | Anti |
| 404 | immigration | less than | Higher | Anti |
| 154 | immigration | greater than | Lower | Anti |
| 154 | immigration | greater than | Lower | Anti |
| 358 | immigration | less than | Lower | Pro |
| 358 | immigration | less than | Lower | Pro |
| 151 | immigration | less than | Higher | Anti |
| 151 | immigration | less than | Higher | Anti |
| 402 | immigration | less than | Higher | Anti |
| 402 | immigration | less than | Higher | Anti |
| 130 | immigration | greater than | Lower | Anti |
| 130 | immigration | greater than | Lower | Anti |
| 155 | immigration | less than | Neutral | Neutral |
| 155 | immigration | less than | Neutral | Neutral |
| 500 | immigration | less than | Higher | Anti |
| 500 | immigration | less than | Higher | Anti |
| 156 | immigration | greater than | Lower | Anti |
| 156 | immigration | greater than | Lower | Anti |
| 406 | immigration | less than | Lower | Pro |
| 406 | immigration | less than | Lower | Pro |
| 502 | immigration | greater than | Higher | Pro |
| 502 | immigration | greater than | Higher | Pro |
| 408 | immigration | less than | Higher | Anti |
| 408 | immigration | less than | Higher | Anti |
| 407 | immigration | greater than | Higher | Pro |
| 407 | immigration | greater than | Higher | Pro |
| 161 | immigration | greater than | Lower | Anti |
| 161 | immigration | greater than | Lower | Anti |
| 409 | immigration | greater than | Neutral | Neutral |
| 409 | immigration | greater than | Neutral | Neutral |
| 159 | immigration | greater than | Neutral | Neutral |
| 159 | immigration | greater than | Neutral | Neutral |
| 411 | immigration | greater than | Higher | Pro |
| 411 | immigration | greater than | Higher | Pro |
| 410 | immigration | less than | Lower | Pro |
| 410 | immigration | less than | Lower | Pro |
| 163 | immigration | less than | Higher | Anti |
| 163 | immigration | less than | Higher | Anti |
| 412 | immigration | greater than | Higher | Pro |
| 412 | immigration | greater than | Higher | Pro |
| 497 | immigration | less than | Lower | Pro |
| 497 | immigration | less than | Lower | Pro |
| 495 | immigration | less than | Neutral | Neutral |
| 495 | immigration | less than | Neutral | Neutral |
| 167 | immigration | greater than | Higher | Pro |
| 167 | immigration | greater than | Higher | Pro |
| 355 | immigration | less than | Lower | Pro |
| 355 | immigration | less than | Lower | Pro |
| 168 | immigration | less than | Higher | Anti |
| 168 | immigration | less than | Higher | Anti |
| 416 | immigration | greater than | Higher | Pro |
| 416 | immigration | greater than | Higher | Pro |
| 415 | immigration | less than | Higher | Anti |
| 415 | immigration | less than | Higher | Anti |
| 170 | immigration | less than | Lower | Pro |
| 170 | immigration | less than | Lower | Pro |
| 417 | immigration | greater than | Lower | Anti |
| 417 | immigration | greater than | Lower | Anti |
| 493 | immigration | greater than | Lower | Anti |
| 493 | immigration | greater than | Lower | Anti |
| 171 | immigration | less than | Lower | Pro |
| 171 | immigration | less than | Lower | Pro |
| 419 | immigration | greater than | Lower | Anti |
| 419 | immigration | greater than | Lower | Anti |
| 420 | immigration | greater than | Neutral | Neutral |
| 420 | immigration | greater than | Neutral | Neutral |
| 173 | immigration | greater than | Higher | Pro |
| 173 | immigration | greater than | Higher | Pro |
| 172 | immigration | less than | Higher | Anti |
| 172 | immigration | less than | Higher | Anti |
| 421 | immigration | less than | Neutral | Neutral |
| 421 | immigration | less than | Neutral | Neutral |
| 418 | immigration | greater than | Neutral | Neutral |
| 418 | immigration | greater than | Neutral | Neutral |
| 176 | immigration | less than | Higher | Anti |
| 176 | immigration | less than | Higher | Anti |
| 175 | immigration | greater than | Higher | Pro |
| 175 | immigration | greater than | Higher | Pro |
| 423 | immigration | greater than | Higher | Pro |
| 423 | immigration | greater than | Higher | Pro |
| 177 | immigration | greater than | Higher | Pro |
| 177 | immigration | greater than | Higher | Pro |
| 424 | immigration | greater than | Higher | Pro |
| 424 | immigration | greater than | Higher | Pro |
| 422 | immigration | greater than | Neutral | Neutral |
| 422 | immigration | greater than | Neutral | Neutral |
| 426 | immigration | greater than | Lower | Anti |
| 426 | immigration | greater than | Lower | Anti |
| 178 | immigration | greater than | Neutral | Neutral |
| 178 | immigration | greater than | Neutral | Neutral |
| 425 | immigration | greater than | Higher | Pro |
| 425 | immigration | greater than | Higher | Pro |
| 180 | immigration | greater than | Neutral | Neutral |
| 180 | immigration | greater than | Neutral | Neutral |
| 174 | immigration | less than | Higher | Anti |
| 174 | immigration | less than | Higher | Anti |
| 181 | immigration | less than | Higher | Anti |
| 181 | immigration | less than | Higher | Anti |
| 430 | immigration | greater than | Neutral | Neutral |
| 430 | immigration | greater than | Neutral | Neutral |
| 183 | immigration | less than | Neutral | Neutral |
| 183 | immigration | less than | Neutral | Neutral |
| 184 | immigration | greater than | Lower | Anti |
| 184 | immigration | greater than | Lower | Anti |
| 432 | immigration | less than | Higher | Anti |
| 432 | immigration | less than | Higher | Anti |
| 491 | immigration | less than | Higher | Anti |
| 491 | immigration | less than | Higher | Anti |
| 188 | immigration | greater than | Higher | Pro |
| 188 | immigration | greater than | Higher | Pro |
| 189 | immigration | greater than | Neutral | Neutral |
| 189 | immigration | greater than | Neutral | Neutral |
| 433 | immigration | greater than | Neutral | Neutral |
| 433 | immigration | greater than | Neutral | Neutral |
| 191 | immigration | greater than | Higher | Pro |
| 191 | immigration | greater than | Higher | Pro |
| 435 | immigration | less than | Higher | Anti |
| 435 | immigration | less than | Higher | Anti |
| 192 | immigration | greater than | Higher | Pro |
| 192 | immigration | greater than | Higher | Pro |
| 193 | immigration | less than | Lower | Pro |
| 193 | immigration | less than | Lower | Pro |
| 489 | immigration | greater than | Lower | Anti |
| 489 | immigration | greater than | Lower | Anti |
| 485 | immigration | less than | Higher | Anti |
| 485 | immigration | less than | Higher | Anti |
| 199 | immigration | less than | Higher | Anti |
| 199 | immigration | less than | Higher | Anti |
| 436 | immigration | less than | Higher | Anti |
| 436 | immigration | less than | Higher | Anti |
| 200 | immigration | greater than | Higher | Pro |
| 200 | immigration | greater than | Higher | Pro |
| 201 | immigration | less than | Higher | Anti |
| 201 | immigration | less than | Higher | Anti |
| 439 | immigration | greater than | Neutral | Neutral |
| 439 | immigration | greater than | Neutral | Neutral |
| 440 | immigration | greater than | Higher | Pro |
| 440 | immigration | greater than | Higher | Pro |
| 203 | immigration | greater than | Neutral | Neutral |
| 203 | immigration | greater than | Neutral | Neutral |
| 441 | immigration | greater than | Neutral | Neutral |
| 441 | immigration | greater than | Neutral | Neutral |
| 204 | immigration | greater than | Higher | Pro |
| 204 | immigration | greater than | Higher | Pro |
| 483 | immigration | greater than | Neutral | Neutral |
| 483 | immigration | greater than | Neutral | Neutral |
| 482 | immigration | greater than | Higher | Pro |
| 482 | immigration | greater than | Higher | Pro |
| 206 | immigration | greater than | Higher | Pro |
| 206 | immigration | greater than | Higher | Pro |
| 481 | immigration | less than | Neutral | Neutral |
| 481 | immigration | less than | Neutral | Neutral |
| 442 | immigration | greater than | Neutral | Neutral |
| 442 | immigration | greater than | Neutral | Neutral |
| 208 | immigration | greater than | Higher | Pro |
| 208 | immigration | greater than | Higher | Pro |
| 209 | immigration | greater than | Higher | Pro |
| 209 | immigration | greater than | Higher | Pro |
| 443 | immigration | less than | Higher | Anti |
| 443 | immigration | less than | Higher | Anti |
| 210 | immigration | less than | Neutral | Neutral |
| 210 | immigration | less than | Neutral | Neutral |
| 444 | immigration | less than | Lower | Pro |
| 444 | immigration | less than | Lower | Pro |
| 211 | immigration | less than | Higher | Anti |
| 211 | immigration | less than | Higher | Anti |
| 212 | immigration | greater than | Higher | Pro |
| 212 | immigration | greater than | Higher | Pro |
| 445 | immigration | less than | Higher | Anti |
| 445 | immigration | less than | Higher | Anti |
| 446 | immigration | greater than | Higher | Pro |
| 446 | immigration | greater than | Higher | Pro |
| 213 | immigration | greater than | Higher | Pro |
| 213 | immigration | greater than | Higher | Pro |
| 214 | immigration | less than | Higher | Anti |
| 214 | immigration | less than | Higher | Anti |
| 480 | immigration | less than | Lower | Pro |
| 480 | immigration | less than | Lower | Pro |
| 215 | immigration | less than | Higher | Anti |
| 215 | immigration | less than | Higher | Anti |
| 447 | immigration | greater than | Higher | Pro |
| 447 | immigration | greater than | Higher | Pro |
| 217 | immigration | less than | Higher | Anti |
| 217 | immigration | less than | Higher | Anti |
| 218 | immigration | less than | Higher | Anti |
| 218 | immigration | less than | Higher | Anti |
| 220 | immigration | less than | Higher | Anti |
| 220 | immigration | less than | Higher | Anti |
| 453 | immigration | greater than | Higher | Pro |
| 453 | immigration | greater than | Higher | Pro |
| 221 | immigration | less than | Higher | Anti |
| 221 | immigration | less than | Higher | Anti |
| 479 | immigration | greater than | Higher | Pro |
| 479 | immigration | greater than | Higher | Pro |
| 223 | immigration | greater than | Higher | Pro |
| 223 | immigration | greater than | Higher | Pro |
| 224 | immigration | less than | Higher | Anti |
| 224 | immigration | less than | Higher | Anti |
| 225 | immigration | less than | Lower | Pro |
| 225 | immigration | less than | Lower | Pro |
| 455 | immigration | greater than | Lower | Anti |
| 455 | immigration | greater than | Lower | Anti |
| 456 | immigration | less than | Higher | Anti |
| 456 | immigration | less than | Higher | Anti |
| 228 | immigration | greater than | Lower | Anti |
| 228 | immigration | greater than | Lower | Anti |
| 229 | immigration | less than | Higher | Anti |
| 229 | immigration | less than | Higher | Anti |
| 458 | immigration | greater than | Higher | Pro |
| 458 | immigration | greater than | Higher | Pro |
| 230 | immigration | greater than | Higher | Pro |
| 230 | immigration | greater than | Higher | Pro |
| 231 | immigration | greater than | Higher | Pro |
| 231 | immigration | greater than | Higher | Pro |
| 459 | immigration | less than | Neutral | Neutral |
| 459 | immigration | less than | Neutral | Neutral |
| 460 | immigration | greater than | Higher | Pro |
| 460 | immigration | greater than | Higher | Pro |
| 235 | immigration | greater than | Neutral | Neutral |
| 235 | immigration | greater than | Neutral | Neutral |
| 462 | immigration | greater than | Higher | Pro |
| 462 | immigration | greater than | Higher | Pro |
| 236 | immigration | less than | Neutral | Neutral |
| 236 | immigration | less than | Neutral | Neutral |
| 238 | immigration | less than | Higher | Anti |
| 238 | immigration | less than | Higher | Anti |
| 463 | immigration | greater than | Higher | Pro |
| 463 | immigration | greater than | Higher | Pro |
| 239 | immigration | less than | Higher | Anti |
| 239 | immigration | less than | Higher | Anti |
| 464 | immigration | less than | Higher | Anti |
| 464 | immigration | less than | Higher | Anti |
| 465 | immigration | greater than | Neutral | Neutral |
| 465 | immigration | greater than | Neutral | Neutral |
| 240 | immigration | less than | Lower | Pro |
| 240 | immigration | less than | Lower | Pro |
| 466 | immigration | less than | Higher | Anti |
| 466 | immigration | less than | Higher | Anti |
| 241 | immigration | greater than | Lower | Anti |
| 241 | immigration | greater than | Lower | Anti |
| 467 | immigration | less than | Higher | Anti |
| 467 | immigration | less than | Higher | Anti |
| 468 | immigration | greater than | Higher | Pro |
| 468 | immigration | greater than | Higher | Pro |
| 242 | immigration | greater than | Higher | Pro |
| 242 | immigration | greater than | Higher | Pro |
| 243 | immigration | greater than | Lower | Anti |
| 243 | immigration | greater than | Lower | Anti |
| 469 | immigration | greater than | Neutral | Neutral |
| 469 | immigration | greater than | Neutral | Neutral |
| 244 | immigration | less than | Lower | Pro |
| 244 | immigration | less than | Lower | Pro |
| 475 | immigration | less than | Neutral | Neutral |
| 475 | immigration | less than | Neutral | Neutral |
| 246 | immigration | less than | Higher | Anti |
| 246 | immigration | less than | Higher | Anti |
| 245 | immigration | less than | Higher | Anti |
| 245 | immigration | less than | Higher | Anti |
| 470 | immigration | less than | Neutral | Neutral |
| 470 | immigration | less than | Neutral | Neutral |
| 247 | immigration | less than | Higher | Anti |
| 247 | immigration | less than | Higher | Anti |
| 474 | immigration | greater than | Lower | Anti |
| 474 | immigration | greater than | Lower | Anti |
| 249 | immigration | greater than | Neutral | Neutral |
| 249 | immigration | greater than | Neutral | Neutral |
| 471 | immigration | greater than | Lower | Anti |
| 471 | immigration | greater than | Lower | Anti |
| 472 | immigration | less than | Neutral | Neutral |
| 472 | immigration | less than | Neutral | Neutral |
| 473 | immigration | less than | Lower | Pro |
| 473 | immigration | less than | Lower | Pro |
| 251 | immigration | less than | Higher | Anti |
| 251 | immigration | less than | Higher | Anti |
| 250 | immigration | less than | Lower | Pro |
| 250 | immigration | less than | Lower | Pro |
| 248 | immigration | greater than | Higher | Pro |
| 248 | immigration | greater than | Higher | Pro |
| 476 | immigration | less than | Lower | Pro |
| 476 | immigration | less than | Lower | Pro |
| 237 | immigration | less than | Neutral | Neutral |
| 237 | immigration | less than | Neutral | Neutral |
| 461 | immigration | less than | Higher | Anti |
| 461 | immigration | less than | Higher | Anti |
| 234 | immigration | greater than | Neutral | Neutral |
| 234 | immigration | greater than | Neutral | Neutral |
| 233 | immigration | less than | Higher | Anti |
| 233 | immigration | less than | Higher | Anti |
| 477 | immigration | less than | Higher | Anti |
| 477 | immigration | less than | Higher | Anti |
| 232 | immigration | greater than | Higher | Pro |
| 232 | immigration | greater than | Higher | Pro |
| 478 | immigration | greater than | Higher | Pro |
| 478 | immigration | greater than | Higher | Pro |
| 457 | immigration | less than | Neutral | Neutral |
| 457 | immigration | less than | Neutral | Neutral |
| 227 | immigration | greater than | Higher | Pro |
| 227 | immigration | greater than | Higher | Pro |
| 226 | immigration | greater than | Higher | Pro |
| 226 | immigration | greater than | Higher | Pro |
| 454 | immigration | greater than | Higher | Pro |
| 454 | immigration | greater than | Higher | Pro |
| 222 | immigration | less than | Higher | Anti |
| 222 | immigration | less than | Higher | Anti |
| 452 | immigration | less than | Lower | Pro |
| 452 | immigration | less than | Lower | Pro |
| 451 | immigration | greater than | Higher | Pro |
| 451 | immigration | greater than | Higher | Pro |
| 450 | immigration | greater than | Higher | Pro |
| 450 | immigration | greater than | Higher | Pro |
| 219 | immigration | less than | Higher | Anti |
| 219 | immigration | less than | Higher | Anti |
| 449 | immigration | less than | Higher | Anti |
| 449 | immigration | less than | Higher | Anti |
| 448 | immigration | greater than | Higher | Pro |
| 448 | immigration | greater than | Higher | Pro |
| 216 | immigration | less than | Neutral | Neutral |
| 216 | immigration | less than | Neutral | Neutral |
| 207 | immigration | less than | Higher | Anti |
| 207 | immigration | less than | Higher | Anti |
| 205 | immigration | greater than | Higher | Pro |
| 205 | immigration | greater than | Higher | Pro |
| 202 | immigration | less than | Higher | Anti |
| 202 | immigration | less than | Higher | Anti |
| 484 | immigration | less than | Higher | Anti |
| 484 | immigration | less than | Higher | Anti |
| 438 | immigration | less than | Neutral | Neutral |
| 438 | immigration | less than | Neutral | Neutral |
| 437 | immigration | less than | Higher | Anti |
| 437 | immigration | less than | Higher | Anti |
| 198 | immigration | less than | Higher | Anti |
| 198 | immigration | less than | Higher | Anti |
| 197 | immigration | less than | Lower | Pro |
| 197 | immigration | less than | Lower | Pro |
| 486 | immigration | greater than | Higher | Pro |
| 486 | immigration | greater than | Higher | Pro |
| 487 | immigration | greater than | Higher | Pro |
| 487 | immigration | greater than | Higher | Pro |
| 196 | immigration | greater than | Higher | Pro |
| 196 | immigration | greater than | Higher | Pro |
| 195 | immigration | greater than | Higher | Pro |
| 195 | immigration | greater than | Higher | Pro |
| 488 | immigration | less than | Lower | Pro |
| 488 | immigration | less than | Lower | Pro |
| 194 | immigration | less than | Higher | Anti |
| 194 | immigration | less than | Higher | Anti |
| 490 | immigration | less than | Higher | Anti |
| 490 | immigration | less than | Higher | Anti |
| 434 | immigration | less than | Neutral | Neutral |
| 434 | immigration | less than | Neutral | Neutral |
| 190 | immigration | less than | Higher | Anti |
| 190 | immigration | less than | Higher | Anti |
| 187 | immigration | less than | Higher | Anti |
| 187 | immigration | less than | Higher | Anti |
| 186 | immigration | greater than | Lower | Anti |
| 186 | immigration | greater than | Lower | Anti |
| 185 | immigration | less than | Higher | Anti |
| 185 | immigration | less than | Higher | Anti |
| 492 | immigration | less than | Higher | Anti |
| 492 | immigration | less than | Higher | Anti |
| 182 | immigration | less than | Higher | Anti |
| 182 | immigration | less than | Higher | Anti |
| 429 | immigration | greater than | Lower | Anti |
| 429 | immigration | greater than | Lower | Anti |
| 428 | immigration | greater than | Higher | Pro |
| 428 | immigration | greater than | Higher | Pro |
| 427 | immigration | greater than | Higher | Pro |
| 427 | immigration | greater than | Higher | Pro |
| 179 | immigration | greater than | Lower | Anti |
| 179 | immigration | greater than | Lower | Anti |
| 169 | immigration | greater than | Higher | Pro |
| 169 | immigration | greater than | Higher | Pro |
| 494 | immigration | less than | Neutral | Neutral |
| 494 | immigration | less than | Neutral | Neutral |
| 414 | immigration | less than | Higher | Anti |
| 414 | immigration | less than | Higher | Anti |
| 496 | immigration | less than | Higher | Anti |
| 496 | immigration | less than | Higher | Anti |
| 166 | immigration | greater than | Higher | Pro |
| 166 | immigration | greater than | Higher | Pro |
| 164 | immigration | less than | Higher | Anti |
| 164 | immigration | less than | Higher | Anti |
| 413 | immigration | greater than | Neutral | Neutral |
| 413 | immigration | greater than | Neutral | Neutral |
| 165 | immigration | less than | Neutral | Neutral |
| 165 | immigration | less than | Neutral | Neutral |
| 499 | immigration | less than | Higher | Anti |
| 499 | immigration | less than | Higher | Anti |
| 162 | immigration | less than | Neutral | Neutral |
| 162 | immigration | less than | Neutral | Neutral |
| 157 | immigration | greater than | Lower | Anti |
| 157 | immigration | greater than | Lower | Anti |
| 498 | immigration | greater than | Higher | Pro |
| 498 | immigration | greater than | Higher | Pro |
| 160 | immigration | greater than | Neutral | Neutral |
| 160 | immigration | greater than | Neutral | Neutral |
| 158 | immigration | less than | Lower | Pro |
| 158 | immigration | less than | Lower | Pro |
| 501 | immigration | less than | Higher | Anti |
| 501 | immigration | less than | Higher | Anti |
| 405 | immigration | greater than | Higher | Pro |
| 405 | immigration | greater than | Higher | Pro |
| 431 | immigration | less than | Higher | Anti |
| 431 | immigration | less than | Higher | Anti |
data_mot %>%
select(issue_motive) %>%
datasummary_skim(., type = "categorical")| issue_motive | N | % |
|---|---|---|
| Anti | 4348 | 40.4 |
| Neutral | 2034 | 18.9 |
| Pro | 4380 | 40.7 |
data_mot %>%
group_by(question_topic, issue_motive) %>%
filter(Screen != "Question") %>%
summarize(mean_response = mean(as.numeric(response), na.rm = TRUE)) %>%
tt()`summarise()` has grouped output by 'question_topic'. You can override using the
`.groups` argument.
| question_topic | issue_motive | mean_response |
|---|---|---|
| adoption | Anti | 46.5 |
| adoption | Neutral | 53.9 |
| adoption | Pro | 57.5 |
| brain | Anti | 52.4 |
| brain | Neutral | 59.9 |
| brain | Pro | 56.0 |
| cats | Anti | 63.5 |
| cats | Neutral | 58.5 |
| cats | Pro | 56.2 |
| climate | Anti | 49.0 |
| climate | Neutral | 52.7 |
| climate | Pro | 60.3 |
| discrimination | Anti | 47.8 |
| discrimination | Neutral | 45.3 |
| discrimination | Pro | 59.3 |
| fakenews_performance | Anti | 50.9 |
| fakenews_performance | Neutral | 55.2 |
| fakenews_performance | Pro | 56.0 |
| gender | Anti | 48.1 |
| gender | Neutral | 53.9 |
| gender | Pro | 56.8 |
| gonogo_performance | Anti | 52.7 |
| gonogo_performance | Neutral | 54.0 |
| gonogo_performance | Pro | 55.5 |
| immigration | Anti | 49.6 |
| immigration | Neutral | 56.7 |
| immigration | Pro | 60.3 |
| punishment | Anti | 50.6 |
| punishment | Neutral | 52.9 |
| punishment | Pro | 55.1 |
| teaculture | Anti | 44.6 |
| teaculture | Neutral | 56.1 |
| teaculture | Pro | 61.6 |
And now also create a table for news_source x issue_motive
datasummary_crosstab(issue_motive ~ news_source, data = data_mot)| issue_motive | Fake | True | All | |
|---|---|---|---|---|
| Anti | N | 1860 | 2478 | 4348 |
| % row | 42.8 | 57.0 | 100.0 | |
| Neutral | N | 948 | 1080 | 2034 |
| % row | 46.6 | 53.1 | 100.0 | |
| Pro | N | 2522 | 1848 | 4380 |
| % row | 57.6 | 42.2 | 100.0 | |
| All | N | 5334 | 5410 | 10770 |
| % row | 49.5 | 50.2 | 100.0 |
Add the motive strength
data_mot <- data_mot %>%
mutate(issue_strength = case_when(
question_topic == "climate" ~ s_climate,
question_topic == "adoption" ~ s_adoption,
question_topic == "punishment" ~ s_punishment,
question_topic == "teaculture" ~ s_teaculture,
question_topic == "brain" ~ s_brain,
question_topic == "gender" ~ s_gender,
question_topic == "discrimination" ~ s_discrimination,
question_topic == "immigration" ~ s_immigration,
question_topic == "fakenews_performance" ~ s_selfenhancement,
question_topic == "gonogo_performance" ~ s_selfenhancement,
question_topic == "cats" ~ s_cats,
TRUE ~ NA_real_
))Check if this worked
data_mot %>%
filter(question_topic == "climate") %>%
select(subj_idx, question_topic, message,
m_climate, issue_motive, s_climate, issue_strength) %>%
tt(theme = "striped")| subj_idx | question_topic | message | m_climate | issue_motive | s_climate | issue_strength |
|---|---|---|---|---|---|---|
| 252 | climate | less than | Higher | Anti | 2 | 2 |
| 252 | climate | less than | Higher | Anti | 2 | 2 |
| 382 | climate | less than | Higher | Anti | 2 | 2 |
| 382 | climate | less than | Higher | Anti | 2 | 2 |
| 1 | climate | greater than | Neutral | Neutral | NA | NA |
| 1 | climate | greater than | Neutral | Neutral | NA | NA |
| 253 | climate | less than | Higher | Anti | 2 | 2 |
| 253 | climate | less than | Higher | Anti | 2 | 2 |
| 2 | climate | less than | Neutral | Neutral | NA | NA |
| 2 | climate | less than | Neutral | Neutral | NA | NA |
| 3 | climate | less than | Higher | Anti | 2 | 2 |
| 3 | climate | less than | Higher | Anti | 2 | 2 |
| 254 | climate | greater than | Lower | Anti | 1 | 1 |
| 254 | climate | greater than | Lower | Anti | 1 | 1 |
| 255 | climate | greater than | Higher | Pro | 2 | 2 |
| 255 | climate | greater than | Higher | Pro | 2 | 2 |
| 256 | climate | greater than | Higher | Pro | 1 | 1 |
| 256 | climate | greater than | Higher | Pro | 1 | 1 |
| 4 | climate | greater than | Higher | Pro | 1 | 1 |
| 4 | climate | greater than | Higher | Pro | 1 | 1 |
| 257 | climate | less than | Higher | Anti | 2 | 2 |
| 257 | climate | less than | Higher | Anti | 2 | 2 |
| 258 | climate | less than | Higher | Anti | 2 | 2 |
| 258 | climate | less than | Higher | Anti | 2 | 2 |
| 259 | climate | greater than | Higher | Pro | 1 | 1 |
| 259 | climate | greater than | Higher | Pro | 1 | 1 |
| 260 | climate | less than | Higher | Anti | 1 | 1 |
| 260 | climate | less than | Higher | Anti | 1 | 1 |
| 381 | climate | less than | Neutral | Neutral | NA | NA |
| 381 | climate | less than | Neutral | Neutral | NA | NA |
| 8 | climate | greater than | Higher | Pro | 1 | 1 |
| 8 | climate | greater than | Higher | Pro | 1 | 1 |
| 9 | climate | less than | Higher | Anti | 2 | 2 |
| 9 | climate | less than | Higher | Anti | 2 | 2 |
| 10 | climate | greater than | Higher | Pro | 1 | 1 |
| 10 | climate | greater than | Higher | Pro | 1 | 1 |
| 262 | climate | greater than | Higher | Pro | 2 | 2 |
| 262 | climate | greater than | Higher | Pro | 2 | 2 |
| 263 | climate | less than | Higher | Anti | 1 | 1 |
| 263 | climate | less than | Higher | Anti | 1 | 1 |
| 14 | climate | greater than | Higher | Pro | 2 | 2 |
| 14 | climate | greater than | Higher | Pro | 2 | 2 |
| 84 | climate | greater than | Higher | Pro | 1 | 1 |
| 84 | climate | greater than | Higher | Pro | 1 | 1 |
| 12 | climate | greater than | Higher | Pro | 2 | 2 |
| 12 | climate | greater than | Higher | Pro | 2 | 2 |
| 15 | climate | greater than | Higher | Pro | 2 | 2 |
| 15 | climate | greater than | Higher | Pro | 2 | 2 |
| 380 | climate | greater than | Higher | Pro | 1 | 1 |
| 380 | climate | greater than | Higher | Pro | 1 | 1 |
| 13 | climate | less than | Higher | Anti | 1 | 1 |
| 13 | climate | less than | Higher | Anti | 1 | 1 |
| 266 | climate | greater than | Higher | Pro | 1 | 1 |
| 266 | climate | greater than | Higher | Pro | 1 | 1 |
| 16 | climate | greater than | Higher | Pro | 2 | 2 |
| 16 | climate | greater than | Higher | Pro | 2 | 2 |
| 265 | climate | greater than | Higher | Pro | 2 | 2 |
| 265 | climate | greater than | Higher | Pro | 2 | 2 |
| 268 | climate | less than | Higher | Anti | 2 | 2 |
| 268 | climate | less than | Higher | Anti | 2 | 2 |
| 20 | climate | less than | Higher | Anti | 1 | 1 |
| 20 | climate | less than | Higher | Anti | 1 | 1 |
| 379 | climate | greater than | Higher | Pro | 2 | 2 |
| 379 | climate | greater than | Higher | Pro | 2 | 2 |
| 82 | climate | less than | Higher | Anti | 1 | 1 |
| 82 | climate | less than | Higher | Anti | 1 | 1 |
| 18 | climate | greater than | Higher | Pro | 1 | 1 |
| 18 | climate | greater than | Higher | Pro | 1 | 1 |
| 378 | climate | less than | Higher | Anti | 2 | 2 |
| 378 | climate | less than | Higher | Anti | 2 | 2 |
| 271 | climate | less than | Higher | Anti | 1 | 1 |
| 271 | climate | less than | Higher | Anti | 1 | 1 |
| 83 | climate | greater than | Neutral | Neutral | NA | NA |
| 83 | climate | greater than | Neutral | Neutral | NA | NA |
| 21 | climate | less than | Higher | Anti | 2 | 2 |
| 21 | climate | less than | Higher | Anti | 2 | 2 |
| 377 | climate | greater than | Higher | Pro | 1 | 1 |
| 377 | climate | greater than | Higher | Pro | 1 | 1 |
| 376 | climate | less than | Higher | Anti | 1 | 1 |
| 376 | climate | less than | Higher | Anti | 1 | 1 |
| 374 | climate | greater than | Higher | Pro | 1 | 1 |
| 374 | climate | greater than | Higher | Pro | 1 | 1 |
| 273 | climate | greater than | Higher | Pro | 1 | 1 |
| 273 | climate | greater than | Higher | Pro | 1 | 1 |
| 80 | climate | less than | Higher | Anti | 2 | 2 |
| 80 | climate | less than | Higher | Anti | 2 | 2 |
| 81 | climate | less than | Higher | Anti | 2 | 2 |
| 81 | climate | less than | Higher | Anti | 2 | 2 |
| 24 | climate | greater than | Higher | Pro | 1 | 1 |
| 24 | climate | greater than | Higher | Pro | 1 | 1 |
| 375 | climate | greater than | Higher | Pro | 2 | 2 |
| 375 | climate | greater than | Higher | Pro | 2 | 2 |
| 25 | climate | greater than | Higher | Pro | 2 | 2 |
| 25 | climate | greater than | Higher | Pro | 2 | 2 |
| 274 | climate | greater than | Neutral | Neutral | NA | NA |
| 274 | climate | greater than | Neutral | Neutral | NA | NA |
| 27 | climate | less than | Higher | Anti | 1 | 1 |
| 27 | climate | less than | Higher | Anti | 1 | 1 |
| 276 | climate | less than | Higher | Anti | 2 | 2 |
| 276 | climate | less than | Higher | Anti | 2 | 2 |
| 29 | climate | greater than | Higher | Pro | 2 | 2 |
| 29 | climate | greater than | Higher | Pro | 2 | 2 |
| 28 | climate | less than | Higher | Anti | 2 | 2 |
| 28 | climate | less than | Higher | Anti | 2 | 2 |
| 372 | climate | less than | Higher | Anti | 2 | 2 |
| 372 | climate | less than | Higher | Anti | 2 | 2 |
| 277 | climate | greater than | Higher | Pro | 2 | 2 |
| 277 | climate | greater than | Higher | Pro | 2 | 2 |
| 279 | climate | less than | Higher | Anti | 2 | 2 |
| 279 | climate | less than | Higher | Anti | 2 | 2 |
| 31 | climate | less than | Higher | Anti | 2 | 2 |
| 31 | climate | less than | Higher | Anti | 2 | 2 |
| 30 | climate | less than | Higher | Anti | 2 | 2 |
| 30 | climate | less than | Higher | Anti | 2 | 2 |
| 281 | climate | greater than | Higher | Pro | 2 | 2 |
| 281 | climate | greater than | Higher | Pro | 2 | 2 |
| 35 | climate | less than | Higher | Anti | 2 | 2 |
| 35 | climate | less than | Higher | Anti | 2 | 2 |
| 34 | climate | greater than | Neutral | Neutral | NA | NA |
| 34 | climate | greater than | Neutral | Neutral | NA | NA |
| 282 | climate | less than | Higher | Anti | 2 | 2 |
| 282 | climate | less than | Higher | Anti | 2 | 2 |
| 371 | climate | greater than | Higher | Pro | 2 | 2 |
| 371 | climate | greater than | Higher | Pro | 2 | 2 |
| 33 | climate | greater than | Higher | Pro | 2 | 2 |
| 33 | climate | greater than | Higher | Pro | 2 | 2 |
| 369 | climate | greater than | Higher | Pro | 2 | 2 |
| 369 | climate | greater than | Higher | Pro | 2 | 2 |
| 40 | climate | less than | Neutral | Neutral | NA | NA |
| 40 | climate | less than | Neutral | Neutral | NA | NA |
| 272 | climate | less than | Higher | Anti | 2 | 2 |
| 272 | climate | less than | Higher | Anti | 2 | 2 |
| 283 | climate | less than | Higher | Anti | 2 | 2 |
| 283 | climate | less than | Higher | Anti | 2 | 2 |
| 286 | climate | less than | Higher | Anti | 2 | 2 |
| 286 | climate | less than | Higher | Anti | 2 | 2 |
| 42 | climate | greater than | Higher | Pro | 1 | 1 |
| 42 | climate | greater than | Higher | Pro | 1 | 1 |
| 370 | climate | less than | Higher | Anti | 1 | 1 |
| 370 | climate | less than | Higher | Anti | 1 | 1 |
| 287 | climate | greater than | Higher | Pro | 2 | 2 |
| 287 | climate | greater than | Higher | Pro | 2 | 2 |
| 41 | climate | greater than | Higher | Pro | 2 | 2 |
| 41 | climate | greater than | Higher | Pro | 2 | 2 |
| 285 | climate | less than | Higher | Anti | 1 | 1 |
| 285 | climate | less than | Higher | Anti | 1 | 1 |
| 368 | climate | less than | Higher | Anti | 2 | 2 |
| 368 | climate | less than | Higher | Anti | 2 | 2 |
| 288 | climate | greater than | Higher | Pro | 2 | 2 |
| 288 | climate | greater than | Higher | Pro | 2 | 2 |
| 39 | climate | greater than | Higher | Pro | 1 | 1 |
| 39 | climate | greater than | Higher | Pro | 1 | 1 |
| 38 | climate | greater than | Higher | Pro | 1 | 1 |
| 38 | climate | greater than | Higher | Pro | 1 | 1 |
| 290 | climate | less than | Higher | Anti | 2 | 2 |
| 290 | climate | less than | Higher | Anti | 2 | 2 |
| 44 | climate | greater than | Higher | Pro | 2 | 2 |
| 44 | climate | greater than | Higher | Pro | 2 | 2 |
| 45 | climate | less than | Neutral | Neutral | NA | NA |
| 45 | climate | less than | Neutral | Neutral | NA | NA |
| 291 | climate | less than | Higher | Anti | 2 | 2 |
| 291 | climate | less than | Higher | Anti | 2 | 2 |
| 293 | climate | less than | Higher | Anti | 1 | 1 |
| 293 | climate | less than | Higher | Anti | 1 | 1 |
| 47 | climate | greater than | Higher | Pro | 1 | 1 |
| 47 | climate | greater than | Higher | Pro | 1 | 1 |
| 79 | climate | greater than | Higher | Pro | 1 | 1 |
| 79 | climate | greater than | Higher | Pro | 1 | 1 |
| 46 | climate | less than | Higher | Anti | 1 | 1 |
| 46 | climate | less than | Higher | Anti | 1 | 1 |
| 50 | climate | less than | Higher | Anti | 2 | 2 |
| 50 | climate | less than | Higher | Anti | 2 | 2 |
| 298 | climate | greater than | Neutral | Neutral | NA | NA |
| 298 | climate | greater than | Neutral | Neutral | NA | NA |
| 43 | climate | greater than | Higher | Pro | 1 | 1 |
| 43 | climate | greater than | Higher | Pro | 1 | 1 |
| 294 | climate | less than | Higher | Anti | 1 | 1 |
| 294 | climate | less than | Higher | Anti | 1 | 1 |
| 296 | climate | greater than | Neutral | Neutral | NA | NA |
| 296 | climate | greater than | Neutral | Neutral | NA | NA |
| 297 | climate | less than | Neutral | Neutral | NA | NA |
| 297 | climate | less than | Neutral | Neutral | NA | NA |
| 52 | climate | greater than | Neutral | Neutral | NA | NA |
| 52 | climate | greater than | Neutral | Neutral | NA | NA |
| 366 | climate | greater than | Higher | Pro | 1 | 1 |
| 366 | climate | greater than | Higher | Pro | 1 | 1 |
| 56 | climate | greater than | Higher | Pro | 2 | 2 |
| 56 | climate | greater than | Higher | Pro | 2 | 2 |
| 365 | climate | less than | Higher | Anti | 2 | 2 |
| 365 | climate | less than | Higher | Anti | 2 | 2 |
| 63 | climate | less than | Higher | Anti | 1 | 1 |
| 63 | climate | less than | Higher | Anti | 1 | 1 |
| 304 | climate | less than | Higher | Anti | 1 | 1 |
| 304 | climate | less than | Higher | Anti | 1 | 1 |
| 58 | climate | less than | Higher | Anti | 2 | 2 |
| 58 | climate | less than | Higher | Anti | 2 | 2 |
| 306 | climate | less than | Higher | Anti | 1 | 1 |
| 306 | climate | less than | Higher | Anti | 1 | 1 |
| 51 | climate | greater than | Higher | Pro | 2 | 2 |
| 51 | climate | greater than | Higher | Pro | 2 | 2 |
| 302 | climate | greater than | Higher | Pro | 1 | 1 |
| 302 | climate | greater than | Higher | Pro | 1 | 1 |
| 54 | climate | greater than | Higher | Pro | 2 | 2 |
| 54 | climate | greater than | Higher | Pro | 2 | 2 |
| 57 | climate | greater than | Higher | Pro | 2 | 2 |
| 57 | climate | greater than | Higher | Pro | 2 | 2 |
| 60 | climate | less than | Higher | Anti | 1 | 1 |
| 60 | climate | less than | Higher | Anti | 1 | 1 |
| 364 | climate | greater than | Higher | Pro | 2 | 2 |
| 364 | climate | greater than | Higher | Pro | 2 | 2 |
| 53 | climate | greater than | Higher | Pro | 2 | 2 |
| 53 | climate | greater than | Higher | Pro | 2 | 2 |
| 280 | climate | greater than | Higher | Pro | 2 | 2 |
| 280 | climate | greater than | Higher | Pro | 2 | 2 |
| 301 | climate | greater than | Higher | Pro | 2 | 2 |
| 301 | climate | greater than | Higher | Pro | 2 | 2 |
| 65 | climate | greater than | Higher | Pro | 2 | 2 |
| 65 | climate | greater than | Higher | Pro | 2 | 2 |
| 55 | climate | greater than | Neutral | Neutral | NA | NA |
| 55 | climate | greater than | Neutral | Neutral | NA | NA |
| 307 | climate | less than | Higher | Anti | 2 | 2 |
| 307 | climate | less than | Higher | Anti | 2 | 2 |
| 305 | climate | less than | Lower | Pro | 1 | 1 |
| 305 | climate | less than | Lower | Pro | 1 | 1 |
| 308 | climate | greater than | Higher | Pro | 2 | 2 |
| 308 | climate | greater than | Higher | Pro | 2 | 2 |
| 300 | climate | greater than | Higher | Pro | 2 | 2 |
| 300 | climate | greater than | Higher | Pro | 2 | 2 |
| 59 | climate | less than | Higher | Anti | 2 | 2 |
| 59 | climate | less than | Higher | Anti | 2 | 2 |
| 270 | climate | less than | Neutral | Neutral | NA | NA |
| 270 | climate | less than | Neutral | Neutral | NA | NA |
| 309 | climate | less than | Higher | Anti | 2 | 2 |
| 309 | climate | less than | Higher | Anti | 2 | 2 |
| 71 | climate | less than | Higher | Anti | 2 | 2 |
| 71 | climate | less than | Higher | Anti | 2 | 2 |
| 310 | climate | greater than | Higher | Pro | 2 | 2 |
| 310 | climate | greater than | Higher | Pro | 2 | 2 |
| 68 | climate | greater than | Neutral | Neutral | NA | NA |
| 68 | climate | greater than | Neutral | Neutral | NA | NA |
| 299 | climate | greater than | Higher | Pro | 2 | 2 |
| 299 | climate | greater than | Higher | Pro | 2 | 2 |
| 367 | climate | greater than | Higher | Pro | 2 | 2 |
| 367 | climate | greater than | Higher | Pro | 2 | 2 |
| 295 | climate | less than | Higher | Anti | 2 | 2 |
| 295 | climate | less than | Higher | Anti | 2 | 2 |
| 48 | climate | greater than | Higher | Pro | 1 | 1 |
| 48 | climate | greater than | Higher | Pro | 1 | 1 |
| 37 | climate | greater than | Neutral | Neutral | NA | NA |
| 37 | climate | greater than | Neutral | Neutral | NA | NA |
| 36 | climate | greater than | Higher | Pro | 2 | 2 |
| 36 | climate | greater than | Higher | Pro | 2 | 2 |
| 284 | climate | less than | Higher | Anti | 2 | 2 |
| 284 | climate | less than | Higher | Anti | 2 | 2 |
| 278 | climate | greater than | Higher | Pro | 2 | 2 |
| 278 | climate | greater than | Higher | Pro | 2 | 2 |
| 23 | climate | greater than | Higher | Pro | 1 | 1 |
| 23 | climate | greater than | Higher | Pro | 1 | 1 |
| 275 | climate | less than | Neutral | Neutral | NA | NA |
| 275 | climate | less than | Neutral | Neutral | NA | NA |
| 26 | climate | less than | Higher | Anti | 2 | 2 |
| 26 | climate | less than | Higher | Anti | 2 | 2 |
| 373 | climate | greater than | Higher | Pro | 2 | 2 |
| 373 | climate | greater than | Higher | Pro | 2 | 2 |
| 19 | climate | greater than | Higher | Pro | 2 | 2 |
| 19 | climate | greater than | Higher | Pro | 2 | 2 |
| 269 | climate | greater than | Higher | Pro | 1 | 1 |
| 269 | climate | greater than | Higher | Pro | 1 | 1 |
| 17 | climate | less than | Higher | Anti | 1 | 1 |
| 17 | climate | less than | Higher | Anti | 1 | 1 |
| 267 | climate | greater than | Higher | Pro | 2 | 2 |
| 267 | climate | greater than | Higher | Pro | 2 | 2 |
| 264 | climate | less than | Higher | Anti | 2 | 2 |
| 264 | climate | less than | Higher | Anti | 2 | 2 |
| 11 | climate | greater than | Lower | Anti | 1 | 1 |
| 11 | climate | greater than | Lower | Anti | 1 | 1 |
| 261 | climate | less than | Higher | Anti | 2 | 2 |
| 261 | climate | less than | Higher | Anti | 2 | 2 |
| 7 | climate | greater than | Higher | Pro | 2 | 2 |
| 7 | climate | greater than | Higher | Pro | 2 | 2 |
| 6 | climate | less than | Higher | Anti | 2 | 2 |
| 6 | climate | less than | Higher | Anti | 2 | 2 |
| 5 | climate | greater than | Higher | Pro | 1 | 1 |
| 5 | climate | greater than | Higher | Pro | 1 | 1 |
| 292 | climate | less than | Neutral | Neutral | NA | NA |
| 292 | climate | less than | Neutral | Neutral | NA | NA |
| 32 | climate | greater than | Higher | Pro | 2 | 2 |
| 32 | climate | greater than | Higher | Pro | 2 | 2 |
| 49 | climate | greater than | Higher | Pro | 2 | 2 |
| 49 | climate | greater than | Higher | Pro | 2 | 2 |
| 61 | climate | less than | Higher | Anti | 1 | 1 |
| 61 | climate | less than | Higher | Anti | 1 | 1 |
| 312 | climate | greater than | Higher | Pro | 2 | 2 |
| 312 | climate | greater than | Higher | Pro | 2 | 2 |
| 70 | climate | less than | Higher | Anti | 1 | 1 |
| 70 | climate | less than | Higher | Anti | 1 | 1 |
| 77 | climate | greater than | Neutral | Neutral | NA | NA |
| 77 | climate | greater than | Neutral | Neutral | NA | NA |
| 72 | climate | greater than | Higher | Pro | 2 | 2 |
| 72 | climate | greater than | Higher | Pro | 2 | 2 |
| 316 | climate | less than | Higher | Anti | 1 | 1 |
| 316 | climate | less than | Higher | Anti | 1 | 1 |
| 76 | climate | greater than | Higher | Pro | 2 | 2 |
| 76 | climate | greater than | Higher | Pro | 2 | 2 |
| 317 | climate | less than | Higher | Anti | 1 | 1 |
| 317 | climate | less than | Higher | Anti | 1 | 1 |
| 363 | climate | less than | Higher | Anti | 1 | 1 |
| 363 | climate | less than | Higher | Anti | 1 | 1 |
| 73 | climate | greater than | Higher | Pro | 2 | 2 |
| 73 | climate | greater than | Higher | Pro | 2 | 2 |
| 318 | climate | greater than | Higher | Pro | 1 | 1 |
| 318 | climate | greater than | Higher | Pro | 1 | 1 |
| 78 | climate | greater than | Higher | Pro | 2 | 2 |
| 78 | climate | greater than | Higher | Pro | 2 | 2 |
| 85 | climate | less than | Higher | Anti | 2 | 2 |
| 85 | climate | less than | Higher | Anti | 2 | 2 |
| 67 | climate | less than | Higher | Anti | 1 | 1 |
| 67 | climate | less than | Higher | Anti | 1 | 1 |
| 326 | climate | less than | Higher | Anti | 1 | 1 |
| 326 | climate | less than | Higher | Anti | 1 | 1 |
| 91 | climate | less than | Higher | Anti | 2 | 2 |
| 91 | climate | less than | Higher | Anti | 2 | 2 |
| 323 | climate | greater than | Higher | Pro | 1 | 1 |
| 323 | climate | greater than | Higher | Pro | 1 | 1 |
| 69 | climate | less than | Higher | Anti | 1 | 1 |
| 69 | climate | less than | Higher | Anti | 1 | 1 |
| 86 | climate | greater than | Higher | Pro | 1 | 1 |
| 86 | climate | greater than | Higher | Pro | 1 | 1 |
| 315 | climate | greater than | Higher | Pro | 2 | 2 |
| 315 | climate | greater than | Higher | Pro | 2 | 2 |
| 324 | climate | greater than | Neutral | Neutral | NA | NA |
| 324 | climate | greater than | Neutral | Neutral | NA | NA |
| 383 | climate | greater than | Higher | Pro | 1 | 1 |
| 383 | climate | greater than | Higher | Pro | 1 | 1 |
| 320 | climate | less than | Higher | Anti | 2 | 2 |
| 320 | climate | less than | Higher | Anti | 2 | 2 |
| 327 | climate | less than | Higher | Anti | 2 | 2 |
| 327 | climate | less than | Higher | Anti | 2 | 2 |
| 328 | climate | less than | Higher | Anti | 2 | 2 |
| 328 | climate | less than | Higher | Anti | 2 | 2 |
| 88 | climate | less than | Higher | Anti | 1 | 1 |
| 88 | climate | less than | Higher | Anti | 1 | 1 |
| 322 | climate | greater than | Higher | Pro | 2 | 2 |
| 322 | climate | greater than | Higher | Pro | 2 | 2 |
| 89 | climate | less than | Higher | Anti | 2 | 2 |
| 89 | climate | less than | Higher | Anti | 2 | 2 |
| 331 | climate | greater than | Higher | Pro | 1 | 1 |
| 331 | climate | greater than | Higher | Pro | 1 | 1 |
| 362 | climate | less than | Higher | Anti | 2 | 2 |
| 362 | climate | less than | Higher | Anti | 2 | 2 |
| 97 | climate | greater than | Higher | Pro | 2 | 2 |
| 97 | climate | greater than | Higher | Pro | 2 | 2 |
| 332 | climate | less than | Lower | Pro | 2 | 2 |
| 332 | climate | less than | Lower | Pro | 2 | 2 |
| 313 | climate | greater than | Higher | Pro | 2 | 2 |
| 313 | climate | greater than | Higher | Pro | 2 | 2 |
| 98 | climate | less than | Higher | Anti | 2 | 2 |
| 98 | climate | less than | Higher | Anti | 2 | 2 |
| 325 | climate | greater than | Higher | Pro | 2 | 2 |
| 325 | climate | greater than | Higher | Pro | 2 | 2 |
| 329 | climate | less than | Higher | Anti | 2 | 2 |
| 329 | climate | less than | Higher | Anti | 2 | 2 |
| 66 | climate | greater than | Higher | Pro | 2 | 2 |
| 66 | climate | greater than | Higher | Pro | 2 | 2 |
| 333 | climate | greater than | Higher | Pro | 2 | 2 |
| 333 | climate | greater than | Higher | Pro | 2 | 2 |
| 336 | climate | greater than | Higher | Pro | 1 | 1 |
| 336 | climate | greater than | Higher | Pro | 1 | 1 |
| 337 | climate | greater than | Higher | Pro | 2 | 2 |
| 337 | climate | greater than | Higher | Pro | 2 | 2 |
| 334 | climate | less than | Higher | Anti | 2 | 2 |
| 334 | climate | less than | Higher | Anti | 2 | 2 |
| 314 | climate | greater than | Higher | Pro | 2 | 2 |
| 314 | climate | greater than | Higher | Pro | 2 | 2 |
| 108 | climate | greater than | Higher | Pro | 1 | 1 |
| 108 | climate | greater than | Higher | Pro | 1 | 1 |
| 101 | climate | less than | Higher | Anti | 1 | 1 |
| 101 | climate | less than | Higher | Anti | 1 | 1 |
| 106 | climate | less than | Higher | Anti | 2 | 2 |
| 106 | climate | less than | Higher | Anti | 2 | 2 |
| 105 | climate | greater than | Higher | Pro | 1 | 1 |
| 105 | climate | greater than | Higher | Pro | 1 | 1 |
| 62 | climate | greater than | Lower | Anti | 1 | 1 |
| 62 | climate | greater than | Lower | Anti | 1 | 1 |
| 109 | climate | greater than | Higher | Pro | 2 | 2 |
| 109 | climate | greater than | Higher | Pro | 2 | 2 |
| 107 | climate | greater than | Neutral | Neutral | NA | NA |
| 107 | climate | greater than | Neutral | Neutral | NA | NA |
| 330 | climate | less than | Higher | Anti | 1 | 1 |
| 330 | climate | less than | Higher | Anti | 1 | 1 |
| 342 | climate | less than | Higher | Anti | 2 | 2 |
| 342 | climate | less than | Higher | Anti | 2 | 2 |
| 111 | climate | less than | Higher | Anti | 2 | 2 |
| 111 | climate | less than | Higher | Anti | 2 | 2 |
| 338 | climate | greater than | Higher | Pro | 1 | 1 |
| 338 | climate | greater than | Higher | Pro | 1 | 1 |
| 345 | climate | greater than | Higher | Pro | 1 | 1 |
| 345 | climate | greater than | Higher | Pro | 1 | 1 |
| 289 | climate | greater than | Neutral | Neutral | NA | NA |
| 289 | climate | greater than | Neutral | Neutral | NA | NA |
| 344 | climate | less than | Higher | Anti | 2 | 2 |
| 344 | climate | less than | Higher | Anti | 2 | 2 |
| 112 | climate | greater than | Higher | Pro | 1 | 1 |
| 112 | climate | greater than | Higher | Pro | 1 | 1 |
| 100 | climate | less than | Higher | Anti | 2 | 2 |
| 100 | climate | less than | Higher | Anti | 2 | 2 |
| 343 | climate | less than | Higher | Anti | 1 | 1 |
| 343 | climate | less than | Higher | Anti | 1 | 1 |
| 99 | climate | less than | Lower | Pro | 1 | 1 |
| 99 | climate | less than | Lower | Pro | 1 | 1 |
| 75 | climate | less than | Higher | Anti | 2 | 2 |
| 75 | climate | less than | Higher | Anti | 2 | 2 |
| 94 | climate | greater than | Higher | Pro | 2 | 2 |
| 94 | climate | greater than | Higher | Pro | 2 | 2 |
| 93 | climate | greater than | Higher | Pro | 1 | 1 |
| 93 | climate | greater than | Higher | Pro | 1 | 1 |
| 96 | climate | greater than | Higher | Pro | 2 | 2 |
| 96 | climate | greater than | Higher | Pro | 2 | 2 |
| 321 | climate | less than | Higher | Anti | 2 | 2 |
| 321 | climate | less than | Higher | Anti | 2 | 2 |
| 87 | climate | less than | Higher | Anti | 1 | 1 |
| 87 | climate | less than | Higher | Anti | 1 | 1 |
| 90 | climate | less than | Neutral | Neutral | NA | NA |
| 90 | climate | less than | Neutral | Neutral | NA | NA |
| 113 | climate | greater than | Higher | Pro | 1 | 1 |
| 113 | climate | greater than | Higher | Pro | 1 | 1 |
| 102 | climate | greater than | Higher | Pro | 1 | 1 |
| 102 | climate | greater than | Higher | Pro | 1 | 1 |
| 110 | climate | less than | Higher | Anti | 1 | 1 |
| 110 | climate | less than | Higher | Anti | 1 | 1 |
| 115 | climate | greater than | Higher | Pro | 2 | 2 |
| 115 | climate | greater than | Higher | Pro | 2 | 2 |
| 95 | climate | greater than | Higher | Pro | 2 | 2 |
| 95 | climate | greater than | Higher | Pro | 2 | 2 |
| 103 | climate | greater than | Higher | Pro | 2 | 2 |
| 103 | climate | greater than | Higher | Pro | 2 | 2 |
| 339 | climate | less than | Higher | Anti | 2 | 2 |
| 339 | climate | less than | Higher | Anti | 2 | 2 |
| 350 | climate | greater than | Higher | Pro | 2 | 2 |
| 350 | climate | greater than | Higher | Pro | 2 | 2 |
| 341 | climate | greater than | Higher | Pro | 2 | 2 |
| 341 | climate | greater than | Higher | Pro | 2 | 2 |
| 114 | climate | greater than | Higher | Pro | 2 | 2 |
| 114 | climate | greater than | Higher | Pro | 2 | 2 |
| 335 | climate | less than | Higher | Anti | 1 | 1 |
| 335 | climate | less than | Higher | Anti | 1 | 1 |
| 351 | climate | less than | Higher | Anti | 1 | 1 |
| 351 | climate | less than | Higher | Anti | 1 | 1 |
| 349 | climate | greater than | Higher | Pro | 2 | 2 |
| 349 | climate | greater than | Higher | Pro | 2 | 2 |
| 348 | climate | greater than | Higher | Pro | 1 | 1 |
| 348 | climate | greater than | Higher | Pro | 1 | 1 |
| 104 | climate | less than | Higher | Anti | 2 | 2 |
| 104 | climate | less than | Higher | Anti | 2 | 2 |
| 319 | climate | less than | Higher | Anti | 2 | 2 |
| 319 | climate | less than | Higher | Anti | 2 | 2 |
| 356 | climate | greater than | Higher | Pro | 1 | 1 |
| 356 | climate | greater than | Higher | Pro | 1 | 1 |
| 352 | climate | greater than | Higher | Pro | 2 | 2 |
| 352 | climate | greater than | Higher | Pro | 2 | 2 |
| 118 | climate | less than | Higher | Anti | 2 | 2 |
| 118 | climate | less than | Higher | Anti | 2 | 2 |
| 116 | climate | less than | Higher | Anti | 1 | 1 |
| 116 | climate | less than | Higher | Anti | 1 | 1 |
| 117 | climate | greater than | Higher | Pro | 2 | 2 |
| 117 | climate | greater than | Higher | Pro | 2 | 2 |
| 354 | climate | less than | Higher | Anti | 2 | 2 |
| 354 | climate | less than | Higher | Anti | 2 | 2 |
| 346 | climate | greater than | Higher | Pro | 2 | 2 |
| 346 | climate | greater than | Higher | Pro | 2 | 2 |
| 120 | climate | greater than | Higher | Pro | 2 | 2 |
| 120 | climate | greater than | Higher | Pro | 2 | 2 |
| 74 | climate | greater than | Higher | Pro | 2 | 2 |
| 74 | climate | greater than | Higher | Pro | 2 | 2 |
| 122 | climate | less than | Higher | Anti | 1 | 1 |
| 122 | climate | less than | Higher | Anti | 1 | 1 |
| 124 | climate | less than | Neutral | Neutral | NA | NA |
| 124 | climate | less than | Neutral | Neutral | NA | NA |
| 123 | climate | greater than | Higher | Pro | 2 | 2 |
| 123 | climate | greater than | Higher | Pro | 2 | 2 |
| 359 | climate | less than | Higher | Anti | 2 | 2 |
| 359 | climate | less than | Higher | Anti | 2 | 2 |
| 357 | climate | greater than | Higher | Pro | 1 | 1 |
| 357 | climate | greater than | Higher | Pro | 1 | 1 |
| 361 | climate | less than | Higher | Anti | 2 | 2 |
| 361 | climate | less than | Higher | Anti | 2 | 2 |
| 121 | climate | less than | Higher | Anti | 2 | 2 |
| 121 | climate | less than | Higher | Anti | 2 | 2 |
| 340 | climate | less than | Higher | Anti | 1 | 1 |
| 340 | climate | less than | Higher | Anti | 1 | 1 |
| 127 | climate | less than | Higher | Anti | 1 | 1 |
| 127 | climate | less than | Higher | Anti | 1 | 1 |
| 353 | climate | less than | Higher | Anti | 2 | 2 |
| 353 | climate | less than | Higher | Anti | 2 | 2 |
| 128 | climate | greater than | Higher | Pro | 1 | 1 |
| 128 | climate | greater than | Higher | Pro | 1 | 1 |
| 129 | climate | less than | Higher | Anti | 2 | 2 |
| 129 | climate | less than | Higher | Anti | 2 | 2 |
| 347 | climate | less than | Neutral | Neutral | NA | NA |
| 347 | climate | less than | Neutral | Neutral | NA | NA |
| 311 | climate | less than | Higher | Anti | 2 | 2 |
| 311 | climate | less than | Higher | Anti | 2 | 2 |
| 386 | climate | greater than | Higher | Pro | 1 | 1 |
| 386 | climate | greater than | Higher | Pro | 1 | 1 |
| 384 | climate | greater than | Higher | Pro | 2 | 2 |
| 384 | climate | greater than | Higher | Pro | 2 | 2 |
| 64 | climate | less than | Higher | Anti | 2 | 2 |
| 64 | climate | less than | Higher | Anti | 2 | 2 |
| 133 | climate | greater than | Higher | Pro | 1 | 1 |
| 133 | climate | greater than | Higher | Pro | 1 | 1 |
| 125 | climate | less than | Higher | Anti | 1 | 1 |
| 125 | climate | less than | Higher | Anti | 1 | 1 |
| 360 | climate | greater than | Higher | Pro | 2 | 2 |
| 360 | climate | greater than | Higher | Pro | 2 | 2 |
| 387 | climate | greater than | Higher | Pro | 2 | 2 |
| 387 | climate | greater than | Higher | Pro | 2 | 2 |
| 385 | climate | greater than | Higher | Pro | 2 | 2 |
| 385 | climate | greater than | Higher | Pro | 2 | 2 |
| 389 | climate | greater than | Higher | Pro | 1 | 1 |
| 389 | climate | greater than | Higher | Pro | 1 | 1 |
| 119 | climate | greater than | Higher | Pro | 2 | 2 |
| 119 | climate | greater than | Higher | Pro | 2 | 2 |
| 126 | climate | less than | Higher | Anti | 2 | 2 |
| 126 | climate | less than | Higher | Anti | 2 | 2 |
| 132 | climate | less than | Higher | Anti | 2 | 2 |
| 132 | climate | less than | Higher | Anti | 2 | 2 |
| 390 | climate | greater than | Higher | Pro | 1 | 1 |
| 390 | climate | greater than | Higher | Pro | 1 | 1 |
| 391 | climate | greater than | Neutral | Neutral | NA | NA |
| 391 | climate | greater than | Neutral | Neutral | NA | NA |
| 134 | climate | greater than | Higher | Pro | 2 | 2 |
| 134 | climate | greater than | Higher | Pro | 2 | 2 |
| 135 | climate | greater than | Higher | Pro | 1 | 1 |
| 135 | climate | greater than | Higher | Pro | 1 | 1 |
| 131 | climate | greater than | Higher | Pro | 2 | 2 |
| 131 | climate | greater than | Higher | Pro | 2 | 2 |
| 388 | climate | less than | Higher | Anti | 1 | 1 |
| 388 | climate | less than | Higher | Anti | 1 | 1 |
| 393 | climate | greater than | Higher | Pro | 2 | 2 |
| 393 | climate | greater than | Higher | Pro | 2 | 2 |
| 392 | climate | less than | Neutral | Neutral | NA | NA |
| 392 | climate | less than | Neutral | Neutral | NA | NA |
| 396 | climate | less than | Higher | Anti | 1 | 1 |
| 396 | climate | less than | Higher | Anti | 1 | 1 |
| 138 | climate | greater than | Higher | Pro | 2 | 2 |
| 138 | climate | greater than | Higher | Pro | 2 | 2 |
| 136 | climate | greater than | Lower | Anti | 1 | 1 |
| 136 | climate | greater than | Lower | Anti | 1 | 1 |
| 139 | climate | less than | Neutral | Neutral | NA | NA |
| 139 | climate | less than | Neutral | Neutral | NA | NA |
| 504 | climate | less than | Higher | Anti | 2 | 2 |
| 504 | climate | less than | Higher | Anti | 2 | 2 |
| 397 | climate | greater than | Higher | Pro | 2 | 2 |
| 397 | climate | greater than | Higher | Pro | 2 | 2 |
| 395 | climate | greater than | Neutral | Neutral | NA | NA |
| 395 | climate | greater than | Neutral | Neutral | NA | NA |
| 394 | climate | greater than | Higher | Pro | 1 | 1 |
| 394 | climate | greater than | Higher | Pro | 1 | 1 |
| 142 | climate | less than | Higher | Anti | 2 | 2 |
| 142 | climate | less than | Higher | Anti | 2 | 2 |
| 141 | climate | greater than | Higher | Pro | 1 | 1 |
| 141 | climate | greater than | Higher | Pro | 1 | 1 |
| 137 | climate | less than | Lower | Pro | 2 | 2 |
| 137 | climate | less than | Lower | Pro | 2 | 2 |
| 145 | climate | greater than | Higher | Pro | 1 | 1 |
| 145 | climate | greater than | Higher | Pro | 1 | 1 |
| 22 | climate | less than | Higher | Anti | 2 | 2 |
| 22 | climate | less than | Higher | Anti | 2 | 2 |
| 144 | climate | less than | Lower | Pro | 1 | 1 |
| 144 | climate | less than | Lower | Pro | 1 | 1 |
| 400 | climate | greater than | Higher | Pro | 2 | 2 |
| 400 | climate | greater than | Higher | Pro | 2 | 2 |
| 146 | climate | greater than | Neutral | Neutral | NA | NA |
| 146 | climate | greater than | Neutral | Neutral | NA | NA |
| 398 | climate | greater than | Higher | Pro | 2 | 2 |
| 398 | climate | greater than | Higher | Pro | 2 | 2 |
| 148 | climate | greater than | Higher | Pro | 2 | 2 |
| 148 | climate | greater than | Higher | Pro | 2 | 2 |
| 140 | climate | greater than | Higher | Pro | 2 | 2 |
| 140 | climate | greater than | Higher | Pro | 2 | 2 |
| 503 | climate | less than | Neutral | Neutral | NA | NA |
| 503 | climate | less than | Neutral | Neutral | NA | NA |
| 399 | climate | less than | Higher | Anti | 1 | 1 |
| 399 | climate | less than | Higher | Anti | 1 | 1 |
| 401 | climate | greater than | Higher | Pro | 2 | 2 |
| 401 | climate | greater than | Higher | Pro | 2 | 2 |
| 149 | climate | greater than | Higher | Pro | 2 | 2 |
| 149 | climate | greater than | Higher | Pro | 2 | 2 |
| 143 | climate | less than | Higher | Anti | 2 | 2 |
| 143 | climate | less than | Higher | Anti | 2 | 2 |
| 403 | climate | less than | Higher | Anti | 2 | 2 |
| 403 | climate | less than | Higher | Anti | 2 | 2 |
| 147 | climate | greater than | Higher | Pro | 1 | 1 |
| 147 | climate | greater than | Higher | Pro | 1 | 1 |
| 150 | climate | greater than | Higher | Pro | 1 | 1 |
| 150 | climate | greater than | Higher | Pro | 1 | 1 |
| 153 | climate | less than | Higher | Anti | 1 | 1 |
| 153 | climate | less than | Higher | Anti | 1 | 1 |
| 152 | climate | less than | Higher | Anti | 2 | 2 |
| 152 | climate | less than | Higher | Anti | 2 | 2 |
| 404 | climate | greater than | Higher | Pro | 1 | 1 |
| 404 | climate | greater than | Higher | Pro | 1 | 1 |
| 154 | climate | less than | Higher | Anti | 1 | 1 |
| 154 | climate | less than | Higher | Anti | 1 | 1 |
| 358 | climate | greater than | Higher | Pro | 1 | 1 |
| 358 | climate | greater than | Higher | Pro | 1 | 1 |
| 151 | climate | less than | Higher | Anti | 2 | 2 |
| 151 | climate | less than | Higher | Anti | 2 | 2 |
| 402 | climate | less than | Higher | Anti | 1 | 1 |
| 402 | climate | less than | Higher | Anti | 1 | 1 |
| 130 | climate | greater than | Higher | Pro | 2 | 2 |
| 130 | climate | greater than | Higher | Pro | 2 | 2 |
| 155 | climate | greater than | Higher | Pro | 1 | 1 |
| 155 | climate | greater than | Higher | Pro | 1 | 1 |
| 500 | climate | less than | Higher | Anti | 1 | 1 |
| 500 | climate | less than | Higher | Anti | 1 | 1 |
| 156 | climate | less than | Higher | Anti | 2 | 2 |
| 156 | climate | less than | Higher | Anti | 2 | 2 |
| 406 | climate | greater than | Higher | Pro | 1 | 1 |
| 406 | climate | greater than | Higher | Pro | 1 | 1 |
| 502 | climate | greater than | Neutral | Neutral | NA | NA |
| 502 | climate | greater than | Neutral | Neutral | NA | NA |
| 408 | climate | less than | Higher | Anti | 1 | 1 |
| 408 | climate | less than | Higher | Anti | 1 | 1 |
| 407 | climate | greater than | Higher | Pro | 2 | 2 |
| 407 | climate | greater than | Higher | Pro | 2 | 2 |
| 161 | climate | greater than | Higher | Pro | 2 | 2 |
| 161 | climate | greater than | Higher | Pro | 2 | 2 |
| 409 | climate | less than | Neutral | Neutral | NA | NA |
| 409 | climate | less than | Neutral | Neutral | NA | NA |
| 159 | climate | greater than | Higher | Pro | 2 | 2 |
| 159 | climate | greater than | Higher | Pro | 2 | 2 |
| 411 | climate | less than | Higher | Anti | 1 | 1 |
| 411 | climate | less than | Higher | Anti | 1 | 1 |
| 410 | climate | greater than | Neutral | Neutral | NA | NA |
| 410 | climate | greater than | Neutral | Neutral | NA | NA |
| 163 | climate | greater than | Higher | Pro | 1 | 1 |
| 163 | climate | greater than | Higher | Pro | 1 | 1 |
| 412 | climate | greater than | Higher | Pro | 2 | 2 |
| 412 | climate | greater than | Higher | Pro | 2 | 2 |
| 497 | climate | greater than | Higher | Pro | 2 | 2 |
| 497 | climate | greater than | Higher | Pro | 2 | 2 |
| 495 | climate | less than | Higher | Anti | 2 | 2 |
| 495 | climate | less than | Higher | Anti | 2 | 2 |
| 167 | climate | greater than | Neutral | Neutral | NA | NA |
| 167 | climate | greater than | Neutral | Neutral | NA | NA |
| 355 | climate | less than | Higher | Anti | 2 | 2 |
| 355 | climate | less than | Higher | Anti | 2 | 2 |
| 168 | climate | greater than | Higher | Pro | 2 | 2 |
| 168 | climate | greater than | Higher | Pro | 2 | 2 |
| 416 | climate | greater than | Higher | Pro | 1 | 1 |
| 416 | climate | greater than | Higher | Pro | 1 | 1 |
| 415 | climate | greater than | Higher | Pro | 2 | 2 |
| 415 | climate | greater than | Higher | Pro | 2 | 2 |
| 170 | climate | greater than | Higher | Pro | 2 | 2 |
| 170 | climate | greater than | Higher | Pro | 2 | 2 |
| 417 | climate | greater than | Higher | Pro | 2 | 2 |
| 417 | climate | greater than | Higher | Pro | 2 | 2 |
| 493 | climate | greater than | Higher | Pro | 1 | 1 |
| 493 | climate | greater than | Higher | Pro | 1 | 1 |
| 171 | climate | greater than | Higher | Pro | 2 | 2 |
| 171 | climate | greater than | Higher | Pro | 2 | 2 |
| 419 | climate | greater than | Higher | Pro | 1 | 1 |
| 419 | climate | greater than | Higher | Pro | 1 | 1 |
| 420 | climate | greater than | Higher | Pro | 1 | 1 |
| 420 | climate | greater than | Higher | Pro | 1 | 1 |
| 173 | climate | greater than | Higher | Pro | 1 | 1 |
| 173 | climate | greater than | Higher | Pro | 1 | 1 |
| 172 | climate | less than | Higher | Anti | 2 | 2 |
| 172 | climate | less than | Higher | Anti | 2 | 2 |
| 421 | climate | less than | Neutral | Neutral | NA | NA |
| 421 | climate | less than | Neutral | Neutral | NA | NA |
| 418 | climate | greater than | Higher | Pro | 1 | 1 |
| 418 | climate | greater than | Higher | Pro | 1 | 1 |
| 176 | climate | less than | Higher | Anti | 1 | 1 |
| 176 | climate | less than | Higher | Anti | 1 | 1 |
| 175 | climate | greater than | Higher | Pro | 1 | 1 |
| 175 | climate | greater than | Higher | Pro | 1 | 1 |
| 423 | climate | less than | Neutral | Neutral | NA | NA |
| 423 | climate | less than | Neutral | Neutral | NA | NA |
| 177 | climate | greater than | Higher | Pro | 1 | 1 |
| 177 | climate | greater than | Higher | Pro | 1 | 1 |
| 424 | climate | less than | Higher | Anti | 1 | 1 |
| 424 | climate | less than | Higher | Anti | 1 | 1 |
| 422 | climate | greater than | Neutral | Neutral | NA | NA |
| 422 | climate | greater than | Neutral | Neutral | NA | NA |
| 426 | climate | less than | Higher | Anti | 2 | 2 |
| 426 | climate | less than | Higher | Anti | 2 | 2 |
| 178 | climate | greater than | Higher | Pro | 1 | 1 |
| 178 | climate | greater than | Higher | Pro | 1 | 1 |
| 425 | climate | less than | Higher | Anti | 1 | 1 |
| 425 | climate | less than | Higher | Anti | 1 | 1 |
| 180 | climate | less than | Higher | Anti | 1 | 1 |
| 180 | climate | less than | Higher | Anti | 1 | 1 |
| 174 | climate | greater than | Higher | Pro | 2 | 2 |
| 174 | climate | greater than | Higher | Pro | 2 | 2 |
| 181 | climate | greater than | Neutral | Neutral | NA | NA |
| 181 | climate | greater than | Neutral | Neutral | NA | NA |
| 430 | climate | greater than | Neutral | Neutral | NA | NA |
| 430 | climate | greater than | Neutral | Neutral | NA | NA |
| 183 | climate | less than | Higher | Anti | 1 | 1 |
| 183 | climate | less than | Higher | Anti | 1 | 1 |
| 184 | climate | less than | Higher | Anti | 1 | 1 |
| 184 | climate | less than | Higher | Anti | 1 | 1 |
| 432 | climate | less than | Higher | Anti | 2 | 2 |
| 432 | climate | less than | Higher | Anti | 2 | 2 |
| 491 | climate | less than | Higher | Anti | 1 | 1 |
| 491 | climate | less than | Higher | Anti | 1 | 1 |
| 188 | climate | less than | Higher | Anti | 1 | 1 |
| 188 | climate | less than | Higher | Anti | 1 | 1 |
| 189 | climate | less than | Higher | Anti | 1 | 1 |
| 189 | climate | less than | Higher | Anti | 1 | 1 |
| 433 | climate | less than | Higher | Anti | 1 | 1 |
| 433 | climate | less than | Higher | Anti | 1 | 1 |
| 191 | climate | greater than | Lower | Anti | 2 | 2 |
| 191 | climate | greater than | Lower | Anti | 2 | 2 |
| 435 | climate | greater than | Higher | Pro | 2 | 2 |
| 435 | climate | greater than | Higher | Pro | 2 | 2 |
| 192 | climate | greater than | Neutral | Neutral | NA | NA |
| 192 | climate | greater than | Neutral | Neutral | NA | NA |
| 193 | climate | less than | Higher | Anti | 2 | 2 |
| 193 | climate | less than | Higher | Anti | 2 | 2 |
| 489 | climate | less than | Higher | Anti | 1 | 1 |
| 489 | climate | less than | Higher | Anti | 1 | 1 |
| 485 | climate | less than | Lower | Pro | 2 | 2 |
| 485 | climate | less than | Lower | Pro | 2 | 2 |
| 199 | climate | less than | Neutral | Neutral | NA | NA |
| 199 | climate | less than | Neutral | Neutral | NA | NA |
| 436 | climate | less than | Lower | Pro | 1 | 1 |
| 436 | climate | less than | Lower | Pro | 1 | 1 |
| 200 | climate | less than | Higher | Anti | 1 | 1 |
| 200 | climate | less than | Higher | Anti | 1 | 1 |
| 201 | climate | less than | Neutral | Neutral | NA | NA |
| 201 | climate | less than | Neutral | Neutral | NA | NA |
| 439 | climate | less than | Higher | Anti | 1 | 1 |
| 439 | climate | less than | Higher | Anti | 1 | 1 |
| 440 | climate | greater than | Neutral | Neutral | NA | NA |
| 440 | climate | greater than | Neutral | Neutral | NA | NA |
| 203 | climate | less than | Higher | Anti | 2 | 2 |
| 203 | climate | less than | Higher | Anti | 2 | 2 |
| 441 | climate | less than | Higher | Anti | 1 | 1 |
| 441 | climate | less than | Higher | Anti | 1 | 1 |
| 204 | climate | less than | Higher | Anti | 1 | 1 |
| 204 | climate | less than | Higher | Anti | 1 | 1 |
| 483 | climate | greater than | Higher | Pro | 2 | 2 |
| 483 | climate | greater than | Higher | Pro | 2 | 2 |
| 482 | climate | greater than | Higher | Pro | 1 | 1 |
| 482 | climate | greater than | Higher | Pro | 1 | 1 |
| 206 | climate | greater than | Lower | Anti | 1 | 1 |
| 206 | climate | greater than | Lower | Anti | 1 | 1 |
| 481 | climate | less than | Higher | Anti | 1 | 1 |
| 481 | climate | less than | Higher | Anti | 1 | 1 |
| 442 | climate | greater than | Lower | Anti | 1 | 1 |
| 442 | climate | greater than | Lower | Anti | 1 | 1 |
| 208 | climate | greater than | Higher | Pro | 1 | 1 |
| 208 | climate | greater than | Higher | Pro | 1 | 1 |
| 209 | climate | greater than | Higher | Pro | 2 | 2 |
| 209 | climate | greater than | Higher | Pro | 2 | 2 |
| 443 | climate | greater than | Lower | Anti | 1 | 1 |
| 443 | climate | greater than | Lower | Anti | 1 | 1 |
| 210 | climate | greater than | Higher | Pro | 2 | 2 |
| 210 | climate | greater than | Higher | Pro | 2 | 2 |
| 444 | climate | less than | Higher | Anti | 2 | 2 |
| 444 | climate | less than | Higher | Anti | 2 | 2 |
| 211 | climate | greater than | Higher | Pro | 1 | 1 |
| 211 | climate | greater than | Higher | Pro | 1 | 1 |
| 212 | climate | greater than | Neutral | Neutral | NA | NA |
| 212 | climate | greater than | Neutral | Neutral | NA | NA |
| 445 | climate | greater than | Higher | Pro | 2 | 2 |
| 445 | climate | greater than | Higher | Pro | 2 | 2 |
| 446 | climate | less than | Lower | Pro | 1 | 1 |
| 446 | climate | less than | Lower | Pro | 1 | 1 |
| 213 | climate | less than | Higher | Anti | 1 | 1 |
| 213 | climate | less than | Higher | Anti | 1 | 1 |
| 214 | climate | less than | Higher | Anti | 1 | 1 |
| 214 | climate | less than | Higher | Anti | 1 | 1 |
| 480 | climate | less than | Higher | Anti | 2 | 2 |
| 480 | climate | less than | Higher | Anti | 2 | 2 |
| 215 | climate | greater than | Higher | Pro | 2 | 2 |
| 215 | climate | greater than | Higher | Pro | 2 | 2 |
| 447 | climate | less than | Higher | Anti | 1 | 1 |
| 447 | climate | less than | Higher | Anti | 1 | 1 |
| 217 | climate | greater than | Neutral | Neutral | NA | NA |
| 217 | climate | greater than | Neutral | Neutral | NA | NA |
| 218 | climate | less than | Neutral | Neutral | NA | NA |
| 218 | climate | less than | Neutral | Neutral | NA | NA |
| 220 | climate | greater than | Higher | Pro | 1 | 1 |
| 220 | climate | greater than | Higher | Pro | 1 | 1 |
| 453 | climate | less than | Lower | Pro | 1 | 1 |
| 453 | climate | less than | Lower | Pro | 1 | 1 |
| 221 | climate | less than | Neutral | Neutral | NA | NA |
| 221 | climate | less than | Neutral | Neutral | NA | NA |
| 479 | climate | greater than | Higher | Pro | 1 | 1 |
| 479 | climate | greater than | Higher | Pro | 1 | 1 |
| 223 | climate | greater than | Higher | Pro | 1 | 1 |
| 223 | climate | greater than | Higher | Pro | 1 | 1 |
| 224 | climate | greater than | Neutral | Neutral | NA | NA |
| 224 | climate | greater than | Neutral | Neutral | NA | NA |
| 225 | climate | greater than | Higher | Pro | 1 | 1 |
| 225 | climate | greater than | Higher | Pro | 1 | 1 |
| 455 | climate | greater than | Higher | Pro | 2 | 2 |
| 455 | climate | greater than | Higher | Pro | 2 | 2 |
| 456 | climate | less than | Lower | Pro | 1 | 1 |
| 456 | climate | less than | Lower | Pro | 1 | 1 |
| 228 | climate | greater than | Higher | Pro | 2 | 2 |
| 228 | climate | greater than | Higher | Pro | 2 | 2 |
| 229 | climate | less than | Higher | Anti | 2 | 2 |
| 229 | climate | less than | Higher | Anti | 2 | 2 |
| 458 | climate | greater than | Neutral | Neutral | NA | NA |
| 458 | climate | greater than | Neutral | Neutral | NA | NA |
| 230 | climate | greater than | Lower | Anti | 2 | 2 |
| 230 | climate | greater than | Lower | Anti | 2 | 2 |
| 231 | climate | less than | Higher | Anti | 2 | 2 |
| 231 | climate | less than | Higher | Anti | 2 | 2 |
| 459 | climate | less than | Higher | Anti | 1 | 1 |
| 459 | climate | less than | Higher | Anti | 1 | 1 |
| 460 | climate | less than | Higher | Anti | 1 | 1 |
| 460 | climate | less than | Higher | Anti | 1 | 1 |
| 235 | climate | less than | Higher | Anti | 1 | 1 |
| 235 | climate | less than | Higher | Anti | 1 | 1 |
| 462 | climate | greater than | Higher | Pro | 2 | 2 |
| 462 | climate | greater than | Higher | Pro | 2 | 2 |
| 236 | climate | greater than | Higher | Pro | 2 | 2 |
| 236 | climate | greater than | Higher | Pro | 2 | 2 |
| 238 | climate | less than | Higher | Anti | 1 | 1 |
| 238 | climate | less than | Higher | Anti | 1 | 1 |
| 463 | climate | greater than | Higher | Pro | 1 | 1 |
| 463 | climate | greater than | Higher | Pro | 1 | 1 |
| 239 | climate | greater than | Higher | Pro | 1 | 1 |
| 239 | climate | greater than | Higher | Pro | 1 | 1 |
| 464 | climate | greater than | Neutral | Neutral | NA | NA |
| 464 | climate | greater than | Neutral | Neutral | NA | NA |
| 465 | climate | less than | Higher | Anti | 1 | 1 |
| 465 | climate | less than | Higher | Anti | 1 | 1 |
| 240 | climate | less than | Lower | Pro | 1 | 1 |
| 240 | climate | less than | Lower | Pro | 1 | 1 |
| 466 | climate | less than | Higher | Anti | 2 | 2 |
| 466 | climate | less than | Higher | Anti | 2 | 2 |
| 241 | climate | greater than | Higher | Pro | 1 | 1 |
| 241 | climate | greater than | Higher | Pro | 1 | 1 |
| 467 | climate | less than | Higher | Anti | 2 | 2 |
| 467 | climate | less than | Higher | Anti | 2 | 2 |
| 468 | climate | less than | Higher | Anti | 2 | 2 |
| 468 | climate | less than | Higher | Anti | 2 | 2 |
| 242 | climate | less than | Higher | Anti | 1 | 1 |
| 242 | climate | less than | Higher | Anti | 1 | 1 |
| 243 | climate | less than | Higher | Anti | 2 | 2 |
| 243 | climate | less than | Higher | Anti | 2 | 2 |
| 469 | climate | greater than | Higher | Pro | 1 | 1 |
| 469 | climate | greater than | Higher | Pro | 1 | 1 |
| 244 | climate | less than | Higher | Anti | 2 | 2 |
| 244 | climate | less than | Higher | Anti | 2 | 2 |
| 475 | climate | less than | Higher | Anti | 1 | 1 |
| 475 | climate | less than | Higher | Anti | 1 | 1 |
| 246 | climate | less than | Higher | Anti | 1 | 1 |
| 246 | climate | less than | Higher | Anti | 1 | 1 |
| 245 | climate | greater than | Neutral | Neutral | NA | NA |
| 245 | climate | greater than | Neutral | Neutral | NA | NA |
| 470 | climate | less than | Higher | Anti | 1 | 1 |
| 470 | climate | less than | Higher | Anti | 1 | 1 |
| 247 | climate | less than | Higher | Anti | 1 | 1 |
| 247 | climate | less than | Higher | Anti | 1 | 1 |
| 474 | climate | less than | Higher | Anti | 1 | 1 |
| 474 | climate | less than | Higher | Anti | 1 | 1 |
| 249 | climate | greater than | Higher | Pro | 2 | 2 |
| 249 | climate | greater than | Higher | Pro | 2 | 2 |
| 471 | climate | less than | Higher | Anti | 1 | 1 |
| 471 | climate | less than | Higher | Anti | 1 | 1 |
| 472 | climate | greater than | Higher | Pro | 1 | 1 |
| 472 | climate | greater than | Higher | Pro | 1 | 1 |
| 473 | climate | less than | Higher | Anti | 1 | 1 |
| 473 | climate | less than | Higher | Anti | 1 | 1 |
| 251 | climate | greater than | Higher | Pro | 1 | 1 |
| 251 | climate | greater than | Higher | Pro | 1 | 1 |
| 250 | climate | greater than | Neutral | Neutral | NA | NA |
| 250 | climate | greater than | Neutral | Neutral | NA | NA |
| 248 | climate | greater than | Higher | Pro | 2 | 2 |
| 248 | climate | greater than | Higher | Pro | 2 | 2 |
| 476 | climate | greater than | Neutral | Neutral | NA | NA |
| 476 | climate | greater than | Neutral | Neutral | NA | NA |
| 237 | climate | less than | Higher | Anti | 2 | 2 |
| 237 | climate | less than | Higher | Anti | 2 | 2 |
| 461 | climate | less than | Higher | Anti | 1 | 1 |
| 461 | climate | less than | Higher | Anti | 1 | 1 |
| 234 | climate | greater than | Higher | Pro | 1 | 1 |
| 234 | climate | greater than | Higher | Pro | 1 | 1 |
| 233 | climate | less than | Lower | Pro | 1 | 1 |
| 233 | climate | less than | Lower | Pro | 1 | 1 |
| 477 | climate | less than | Higher | Anti | 1 | 1 |
| 477 | climate | less than | Higher | Anti | 1 | 1 |
| 232 | climate | less than | Higher | Anti | 1 | 1 |
| 232 | climate | less than | Higher | Anti | 1 | 1 |
| 478 | climate | less than | Higher | Anti | 1 | 1 |
| 478 | climate | less than | Higher | Anti | 1 | 1 |
| 457 | climate | greater than | Higher | Pro | 2 | 2 |
| 457 | climate | greater than | Higher | Pro | 2 | 2 |
| 227 | climate | less than | Neutral | Neutral | NA | NA |
| 227 | climate | less than | Neutral | Neutral | NA | NA |
| 226 | climate | less than | Higher | Anti | 2 | 2 |
| 226 | climate | less than | Higher | Anti | 2 | 2 |
| 454 | climate | less than | Higher | Anti | 1 | 1 |
| 454 | climate | less than | Higher | Anti | 1 | 1 |
| 222 | climate | less than | Higher | Anti | 2 | 2 |
| 222 | climate | less than | Higher | Anti | 2 | 2 |
| 452 | climate | greater than | Higher | Pro | 1 | 1 |
| 452 | climate | greater than | Higher | Pro | 1 | 1 |
| 451 | climate | less than | Lower | Pro | 1 | 1 |
| 451 | climate | less than | Lower | Pro | 1 | 1 |
| 450 | climate | less than | Higher | Anti | 1 | 1 |
| 450 | climate | less than | Higher | Anti | 1 | 1 |
| 219 | climate | greater than | Lower | Anti | 2 | 2 |
| 219 | climate | greater than | Lower | Anti | 2 | 2 |
| 449 | climate | greater than | Lower | Anti | 2 | 2 |
| 449 | climate | greater than | Lower | Anti | 2 | 2 |
| 448 | climate | greater than | Lower | Anti | 1 | 1 |
| 448 | climate | greater than | Lower | Anti | 1 | 1 |
| 216 | climate | less than | Higher | Anti | 1 | 1 |
| 216 | climate | less than | Higher | Anti | 1 | 1 |
| 207 | climate | less than | Neutral | Neutral | NA | NA |
| 207 | climate | less than | Neutral | Neutral | NA | NA |
| 205 | climate | greater than | Neutral | Neutral | NA | NA |
| 205 | climate | greater than | Neutral | Neutral | NA | NA |
| 202 | climate | less than | Higher | Anti | 1 | 1 |
| 202 | climate | less than | Higher | Anti | 1 | 1 |
| 484 | climate | greater than | Neutral | Neutral | NA | NA |
| 484 | climate | greater than | Neutral | Neutral | NA | NA |
| 438 | climate | greater than | Higher | Pro | 2 | 2 |
| 438 | climate | greater than | Higher | Pro | 2 | 2 |
| 437 | climate | less than | Higher | Anti | 1 | 1 |
| 437 | climate | less than | Higher | Anti | 1 | 1 |
| 198 | climate | less than | Higher | Anti | 2 | 2 |
| 198 | climate | less than | Higher | Anti | 2 | 2 |
| 197 | climate | greater than | Lower | Anti | 1 | 1 |
| 197 | climate | greater than | Lower | Anti | 1 | 1 |
| 486 | climate | greater than | Higher | Pro | 2 | 2 |
| 486 | climate | greater than | Higher | Pro | 2 | 2 |
| 487 | climate | less than | Lower | Pro | 2 | 2 |
| 487 | climate | less than | Lower | Pro | 2 | 2 |
| 196 | climate | less than | Neutral | Neutral | NA | NA |
| 196 | climate | less than | Neutral | Neutral | NA | NA |
| 195 | climate | greater than | Lower | Anti | 1 | 1 |
| 195 | climate | greater than | Lower | Anti | 1 | 1 |
| 488 | climate | less than | Higher | Anti | 1 | 1 |
| 488 | climate | less than | Higher | Anti | 1 | 1 |
| 194 | climate | greater than | Higher | Pro | 1 | 1 |
| 194 | climate | greater than | Higher | Pro | 1 | 1 |
| 490 | climate | less than | Neutral | Neutral | NA | NA |
| 490 | climate | less than | Neutral | Neutral | NA | NA |
| 434 | climate | greater than | Neutral | Neutral | NA | NA |
| 434 | climate | greater than | Neutral | Neutral | NA | NA |
| 190 | climate | greater than | Higher | Pro | 1 | 1 |
| 190 | climate | greater than | Higher | Pro | 1 | 1 |
| 187 | climate | less than | Higher | Anti | 2 | 2 |
| 187 | climate | less than | Higher | Anti | 2 | 2 |
| 186 | climate | less than | Neutral | Neutral | NA | NA |
| 186 | climate | less than | Neutral | Neutral | NA | NA |
| 185 | climate | less than | Higher | Anti | 2 | 2 |
| 185 | climate | less than | Higher | Anti | 2 | 2 |
| 492 | climate | greater than | Higher | Pro | 2 | 2 |
| 492 | climate | greater than | Higher | Pro | 2 | 2 |
| 182 | climate | greater than | Higher | Pro | 1 | 1 |
| 182 | climate | greater than | Higher | Pro | 1 | 1 |
| 429 | climate | less than | Neutral | Neutral | NA | NA |
| 429 | climate | less than | Neutral | Neutral | NA | NA |
| 428 | climate | greater than | Neutral | Neutral | NA | NA |
| 428 | climate | greater than | Neutral | Neutral | NA | NA |
| 427 | climate | less than | Neutral | Neutral | NA | NA |
| 427 | climate | less than | Neutral | Neutral | NA | NA |
| 179 | climate | greater than | Higher | Pro | 2 | 2 |
| 179 | climate | greater than | Higher | Pro | 2 | 2 |
| 169 | climate | less than | Higher | Anti | 1 | 1 |
| 169 | climate | less than | Higher | Anti | 1 | 1 |
| 494 | climate | less than | Higher | Anti | 1 | 1 |
| 494 | climate | less than | Higher | Anti | 1 | 1 |
| 414 | climate | greater than | Higher | Pro | 1 | 1 |
| 414 | climate | greater than | Higher | Pro | 1 | 1 |
| 496 | climate | greater than | Higher | Pro | 1 | 1 |
| 496 | climate | greater than | Higher | Pro | 1 | 1 |
| 166 | climate | greater than | Neutral | Neutral | NA | NA |
| 166 | climate | greater than | Neutral | Neutral | NA | NA |
| 164 | climate | greater than | Neutral | Neutral | NA | NA |
| 164 | climate | greater than | Neutral | Neutral | NA | NA |
| 413 | climate | less than | Higher | Anti | 1 | 1 |
| 413 | climate | less than | Higher | Anti | 1 | 1 |
| 165 | climate | less than | Higher | Anti | 2 | 2 |
| 165 | climate | less than | Higher | Anti | 2 | 2 |
| 499 | climate | greater than | Higher | Pro | 2 | 2 |
| 499 | climate | greater than | Higher | Pro | 2 | 2 |
| 162 | climate | less than | Higher | Anti | 2 | 2 |
| 162 | climate | less than | Higher | Anti | 2 | 2 |
| 157 | climate | less than | Higher | Anti | 2 | 2 |
| 157 | climate | less than | Higher | Anti | 2 | 2 |
| 498 | climate | greater than | Higher | Pro | 1 | 1 |
| 498 | climate | greater than | Higher | Pro | 1 | 1 |
| 160 | climate | greater than | Higher | Pro | 1 | 1 |
| 160 | climate | greater than | Higher | Pro | 1 | 1 |
| 158 | climate | greater than | Higher | Pro | 2 | 2 |
| 158 | climate | greater than | Higher | Pro | 2 | 2 |
| 501 | climate | less than | Higher | Anti | 1 | 1 |
| 501 | climate | less than | Higher | Anti | 1 | 1 |
| 405 | climate | greater than | Neutral | Neutral | NA | NA |
| 405 | climate | greater than | Neutral | Neutral | NA | NA |
| 431 | climate | less than | Higher | Anti | 2 | 2 |
| 431 | climate | less than | Higher | Anti | 2 | 2 |
Create a combined issue_motive_strength variable
data_mot <- data_mot %>%
mutate(issue_motive_strength = case_when(
issue_motive == "Anti" & issue_strength == 2 ~ "Anti-strong",
issue_motive == "Anti" & issue_strength == 1 ~ "Anti-moderate",
issue_motive == "Pro" & issue_strength == 2 ~ "Pro-strong",
issue_motive == "Pro" & issue_strength == 1 ~ "Pro-moderate",
issue_motive == "Neutral" ~ "Neutral",
TRUE ~ NA_character_
))And check if this worked:
data_mot %>%
filter(question_topic == "climate") %>%
select(subj_idx, question_topic, message,
issue_motive, issue_strength, issue_motive_strength) %>%
tt(theme = "striped")| subj_idx | question_topic | message | issue_motive | issue_strength | issue_motive_strength |
|---|---|---|---|---|---|
| 252 | climate | less than | Anti | 2 | Anti-strong |
| 252 | climate | less than | Anti | 2 | Anti-strong |
| 382 | climate | less than | Anti | 2 | Anti-strong |
| 382 | climate | less than | Anti | 2 | Anti-strong |
| 1 | climate | greater than | Neutral | NA | Neutral |
| 1 | climate | greater than | Neutral | NA | Neutral |
| 253 | climate | less than | Anti | 2 | Anti-strong |
| 253 | climate | less than | Anti | 2 | Anti-strong |
| 2 | climate | less than | Neutral | NA | Neutral |
| 2 | climate | less than | Neutral | NA | Neutral |
| 3 | climate | less than | Anti | 2 | Anti-strong |
| 3 | climate | less than | Anti | 2 | Anti-strong |
| 254 | climate | greater than | Anti | 1 | Anti-moderate |
| 254 | climate | greater than | Anti | 1 | Anti-moderate |
| 255 | climate | greater than | Pro | 2 | Pro-strong |
| 255 | climate | greater than | Pro | 2 | Pro-strong |
| 256 | climate | greater than | Pro | 1 | Pro-moderate |
| 256 | climate | greater than | Pro | 1 | Pro-moderate |
| 4 | climate | greater than | Pro | 1 | Pro-moderate |
| 4 | climate | greater than | Pro | 1 | Pro-moderate |
| 257 | climate | less than | Anti | 2 | Anti-strong |
| 257 | climate | less than | Anti | 2 | Anti-strong |
| 258 | climate | less than | Anti | 2 | Anti-strong |
| 258 | climate | less than | Anti | 2 | Anti-strong |
| 259 | climate | greater than | Pro | 1 | Pro-moderate |
| 259 | climate | greater than | Pro | 1 | Pro-moderate |
| 260 | climate | less than | Anti | 1 | Anti-moderate |
| 260 | climate | less than | Anti | 1 | Anti-moderate |
| 381 | climate | less than | Neutral | NA | Neutral |
| 381 | climate | less than | Neutral | NA | Neutral |
| 8 | climate | greater than | Pro | 1 | Pro-moderate |
| 8 | climate | greater than | Pro | 1 | Pro-moderate |
| 9 | climate | less than | Anti | 2 | Anti-strong |
| 9 | climate | less than | Anti | 2 | Anti-strong |
| 10 | climate | greater than | Pro | 1 | Pro-moderate |
| 10 | climate | greater than | Pro | 1 | Pro-moderate |
| 262 | climate | greater than | Pro | 2 | Pro-strong |
| 262 | climate | greater than | Pro | 2 | Pro-strong |
| 263 | climate | less than | Anti | 1 | Anti-moderate |
| 263 | climate | less than | Anti | 1 | Anti-moderate |
| 14 | climate | greater than | Pro | 2 | Pro-strong |
| 14 | climate | greater than | Pro | 2 | Pro-strong |
| 84 | climate | greater than | Pro | 1 | Pro-moderate |
| 84 | climate | greater than | Pro | 1 | Pro-moderate |
| 12 | climate | greater than | Pro | 2 | Pro-strong |
| 12 | climate | greater than | Pro | 2 | Pro-strong |
| 15 | climate | greater than | Pro | 2 | Pro-strong |
| 15 | climate | greater than | Pro | 2 | Pro-strong |
| 380 | climate | greater than | Pro | 1 | Pro-moderate |
| 380 | climate | greater than | Pro | 1 | Pro-moderate |
| 13 | climate | less than | Anti | 1 | Anti-moderate |
| 13 | climate | less than | Anti | 1 | Anti-moderate |
| 266 | climate | greater than | Pro | 1 | Pro-moderate |
| 266 | climate | greater than | Pro | 1 | Pro-moderate |
| 16 | climate | greater than | Pro | 2 | Pro-strong |
| 16 | climate | greater than | Pro | 2 | Pro-strong |
| 265 | climate | greater than | Pro | 2 | Pro-strong |
| 265 | climate | greater than | Pro | 2 | Pro-strong |
| 268 | climate | less than | Anti | 2 | Anti-strong |
| 268 | climate | less than | Anti | 2 | Anti-strong |
| 20 | climate | less than | Anti | 1 | Anti-moderate |
| 20 | climate | less than | Anti | 1 | Anti-moderate |
| 379 | climate | greater than | Pro | 2 | Pro-strong |
| 379 | climate | greater than | Pro | 2 | Pro-strong |
| 82 | climate | less than | Anti | 1 | Anti-moderate |
| 82 | climate | less than | Anti | 1 | Anti-moderate |
| 18 | climate | greater than | Pro | 1 | Pro-moderate |
| 18 | climate | greater than | Pro | 1 | Pro-moderate |
| 378 | climate | less than | Anti | 2 | Anti-strong |
| 378 | climate | less than | Anti | 2 | Anti-strong |
| 271 | climate | less than | Anti | 1 | Anti-moderate |
| 271 | climate | less than | Anti | 1 | Anti-moderate |
| 83 | climate | greater than | Neutral | NA | Neutral |
| 83 | climate | greater than | Neutral | NA | Neutral |
| 21 | climate | less than | Anti | 2 | Anti-strong |
| 21 | climate | less than | Anti | 2 | Anti-strong |
| 377 | climate | greater than | Pro | 1 | Pro-moderate |
| 377 | climate | greater than | Pro | 1 | Pro-moderate |
| 376 | climate | less than | Anti | 1 | Anti-moderate |
| 376 | climate | less than | Anti | 1 | Anti-moderate |
| 374 | climate | greater than | Pro | 1 | Pro-moderate |
| 374 | climate | greater than | Pro | 1 | Pro-moderate |
| 273 | climate | greater than | Pro | 1 | Pro-moderate |
| 273 | climate | greater than | Pro | 1 | Pro-moderate |
| 80 | climate | less than | Anti | 2 | Anti-strong |
| 80 | climate | less than | Anti | 2 | Anti-strong |
| 81 | climate | less than | Anti | 2 | Anti-strong |
| 81 | climate | less than | Anti | 2 | Anti-strong |
| 24 | climate | greater than | Pro | 1 | Pro-moderate |
| 24 | climate | greater than | Pro | 1 | Pro-moderate |
| 375 | climate | greater than | Pro | 2 | Pro-strong |
| 375 | climate | greater than | Pro | 2 | Pro-strong |
| 25 | climate | greater than | Pro | 2 | Pro-strong |
| 25 | climate | greater than | Pro | 2 | Pro-strong |
| 274 | climate | greater than | Neutral | NA | Neutral |
| 274 | climate | greater than | Neutral | NA | Neutral |
| 27 | climate | less than | Anti | 1 | Anti-moderate |
| 27 | climate | less than | Anti | 1 | Anti-moderate |
| 276 | climate | less than | Anti | 2 | Anti-strong |
| 276 | climate | less than | Anti | 2 | Anti-strong |
| 29 | climate | greater than | Pro | 2 | Pro-strong |
| 29 | climate | greater than | Pro | 2 | Pro-strong |
| 28 | climate | less than | Anti | 2 | Anti-strong |
| 28 | climate | less than | Anti | 2 | Anti-strong |
| 372 | climate | less than | Anti | 2 | Anti-strong |
| 372 | climate | less than | Anti | 2 | Anti-strong |
| 277 | climate | greater than | Pro | 2 | Pro-strong |
| 277 | climate | greater than | Pro | 2 | Pro-strong |
| 279 | climate | less than | Anti | 2 | Anti-strong |
| 279 | climate | less than | Anti | 2 | Anti-strong |
| 31 | climate | less than | Anti | 2 | Anti-strong |
| 31 | climate | less than | Anti | 2 | Anti-strong |
| 30 | climate | less than | Anti | 2 | Anti-strong |
| 30 | climate | less than | Anti | 2 | Anti-strong |
| 281 | climate | greater than | Pro | 2 | Pro-strong |
| 281 | climate | greater than | Pro | 2 | Pro-strong |
| 35 | climate | less than | Anti | 2 | Anti-strong |
| 35 | climate | less than | Anti | 2 | Anti-strong |
| 34 | climate | greater than | Neutral | NA | Neutral |
| 34 | climate | greater than | Neutral | NA | Neutral |
| 282 | climate | less than | Anti | 2 | Anti-strong |
| 282 | climate | less than | Anti | 2 | Anti-strong |
| 371 | climate | greater than | Pro | 2 | Pro-strong |
| 371 | climate | greater than | Pro | 2 | Pro-strong |
| 33 | climate | greater than | Pro | 2 | Pro-strong |
| 33 | climate | greater than | Pro | 2 | Pro-strong |
| 369 | climate | greater than | Pro | 2 | Pro-strong |
| 369 | climate | greater than | Pro | 2 | Pro-strong |
| 40 | climate | less than | Neutral | NA | Neutral |
| 40 | climate | less than | Neutral | NA | Neutral |
| 272 | climate | less than | Anti | 2 | Anti-strong |
| 272 | climate | less than | Anti | 2 | Anti-strong |
| 283 | climate | less than | Anti | 2 | Anti-strong |
| 283 | climate | less than | Anti | 2 | Anti-strong |
| 286 | climate | less than | Anti | 2 | Anti-strong |
| 286 | climate | less than | Anti | 2 | Anti-strong |
| 42 | climate | greater than | Pro | 1 | Pro-moderate |
| 42 | climate | greater than | Pro | 1 | Pro-moderate |
| 370 | climate | less than | Anti | 1 | Anti-moderate |
| 370 | climate | less than | Anti | 1 | Anti-moderate |
| 287 | climate | greater than | Pro | 2 | Pro-strong |
| 287 | climate | greater than | Pro | 2 | Pro-strong |
| 41 | climate | greater than | Pro | 2 | Pro-strong |
| 41 | climate | greater than | Pro | 2 | Pro-strong |
| 285 | climate | less than | Anti | 1 | Anti-moderate |
| 285 | climate | less than | Anti | 1 | Anti-moderate |
| 368 | climate | less than | Anti | 2 | Anti-strong |
| 368 | climate | less than | Anti | 2 | Anti-strong |
| 288 | climate | greater than | Pro | 2 | Pro-strong |
| 288 | climate | greater than | Pro | 2 | Pro-strong |
| 39 | climate | greater than | Pro | 1 | Pro-moderate |
| 39 | climate | greater than | Pro | 1 | Pro-moderate |
| 38 | climate | greater than | Pro | 1 | Pro-moderate |
| 38 | climate | greater than | Pro | 1 | Pro-moderate |
| 290 | climate | less than | Anti | 2 | Anti-strong |
| 290 | climate | less than | Anti | 2 | Anti-strong |
| 44 | climate | greater than | Pro | 2 | Pro-strong |
| 44 | climate | greater than | Pro | 2 | Pro-strong |
| 45 | climate | less than | Neutral | NA | Neutral |
| 45 | climate | less than | Neutral | NA | Neutral |
| 291 | climate | less than | Anti | 2 | Anti-strong |
| 291 | climate | less than | Anti | 2 | Anti-strong |
| 293 | climate | less than | Anti | 1 | Anti-moderate |
| 293 | climate | less than | Anti | 1 | Anti-moderate |
| 47 | climate | greater than | Pro | 1 | Pro-moderate |
| 47 | climate | greater than | Pro | 1 | Pro-moderate |
| 79 | climate | greater than | Pro | 1 | Pro-moderate |
| 79 | climate | greater than | Pro | 1 | Pro-moderate |
| 46 | climate | less than | Anti | 1 | Anti-moderate |
| 46 | climate | less than | Anti | 1 | Anti-moderate |
| 50 | climate | less than | Anti | 2 | Anti-strong |
| 50 | climate | less than | Anti | 2 | Anti-strong |
| 298 | climate | greater than | Neutral | NA | Neutral |
| 298 | climate | greater than | Neutral | NA | Neutral |
| 43 | climate | greater than | Pro | 1 | Pro-moderate |
| 43 | climate | greater than | Pro | 1 | Pro-moderate |
| 294 | climate | less than | Anti | 1 | Anti-moderate |
| 294 | climate | less than | Anti | 1 | Anti-moderate |
| 296 | climate | greater than | Neutral | NA | Neutral |
| 296 | climate | greater than | Neutral | NA | Neutral |
| 297 | climate | less than | Neutral | NA | Neutral |
| 297 | climate | less than | Neutral | NA | Neutral |
| 52 | climate | greater than | Neutral | NA | Neutral |
| 52 | climate | greater than | Neutral | NA | Neutral |
| 366 | climate | greater than | Pro | 1 | Pro-moderate |
| 366 | climate | greater than | Pro | 1 | Pro-moderate |
| 56 | climate | greater than | Pro | 2 | Pro-strong |
| 56 | climate | greater than | Pro | 2 | Pro-strong |
| 365 | climate | less than | Anti | 2 | Anti-strong |
| 365 | climate | less than | Anti | 2 | Anti-strong |
| 63 | climate | less than | Anti | 1 | Anti-moderate |
| 63 | climate | less than | Anti | 1 | Anti-moderate |
| 304 | climate | less than | Anti | 1 | Anti-moderate |
| 304 | climate | less than | Anti | 1 | Anti-moderate |
| 58 | climate | less than | Anti | 2 | Anti-strong |
| 58 | climate | less than | Anti | 2 | Anti-strong |
| 306 | climate | less than | Anti | 1 | Anti-moderate |
| 306 | climate | less than | Anti | 1 | Anti-moderate |
| 51 | climate | greater than | Pro | 2 | Pro-strong |
| 51 | climate | greater than | Pro | 2 | Pro-strong |
| 302 | climate | greater than | Pro | 1 | Pro-moderate |
| 302 | climate | greater than | Pro | 1 | Pro-moderate |
| 54 | climate | greater than | Pro | 2 | Pro-strong |
| 54 | climate | greater than | Pro | 2 | Pro-strong |
| 57 | climate | greater than | Pro | 2 | Pro-strong |
| 57 | climate | greater than | Pro | 2 | Pro-strong |
| 60 | climate | less than | Anti | 1 | Anti-moderate |
| 60 | climate | less than | Anti | 1 | Anti-moderate |
| 364 | climate | greater than | Pro | 2 | Pro-strong |
| 364 | climate | greater than | Pro | 2 | Pro-strong |
| 53 | climate | greater than | Pro | 2 | Pro-strong |
| 53 | climate | greater than | Pro | 2 | Pro-strong |
| 280 | climate | greater than | Pro | 2 | Pro-strong |
| 280 | climate | greater than | Pro | 2 | Pro-strong |
| 301 | climate | greater than | Pro | 2 | Pro-strong |
| 301 | climate | greater than | Pro | 2 | Pro-strong |
| 65 | climate | greater than | Pro | 2 | Pro-strong |
| 65 | climate | greater than | Pro | 2 | Pro-strong |
| 55 | climate | greater than | Neutral | NA | Neutral |
| 55 | climate | greater than | Neutral | NA | Neutral |
| 307 | climate | less than | Anti | 2 | Anti-strong |
| 307 | climate | less than | Anti | 2 | Anti-strong |
| 305 | climate | less than | Pro | 1 | Pro-moderate |
| 305 | climate | less than | Pro | 1 | Pro-moderate |
| 308 | climate | greater than | Pro | 2 | Pro-strong |
| 308 | climate | greater than | Pro | 2 | Pro-strong |
| 300 | climate | greater than | Pro | 2 | Pro-strong |
| 300 | climate | greater than | Pro | 2 | Pro-strong |
| 59 | climate | less than | Anti | 2 | Anti-strong |
| 59 | climate | less than | Anti | 2 | Anti-strong |
| 270 | climate | less than | Neutral | NA | Neutral |
| 270 | climate | less than | Neutral | NA | Neutral |
| 309 | climate | less than | Anti | 2 | Anti-strong |
| 309 | climate | less than | Anti | 2 | Anti-strong |
| 71 | climate | less than | Anti | 2 | Anti-strong |
| 71 | climate | less than | Anti | 2 | Anti-strong |
| 310 | climate | greater than | Pro | 2 | Pro-strong |
| 310 | climate | greater than | Pro | 2 | Pro-strong |
| 68 | climate | greater than | Neutral | NA | Neutral |
| 68 | climate | greater than | Neutral | NA | Neutral |
| 299 | climate | greater than | Pro | 2 | Pro-strong |
| 299 | climate | greater than | Pro | 2 | Pro-strong |
| 367 | climate | greater than | Pro | 2 | Pro-strong |
| 367 | climate | greater than | Pro | 2 | Pro-strong |
| 295 | climate | less than | Anti | 2 | Anti-strong |
| 295 | climate | less than | Anti | 2 | Anti-strong |
| 48 | climate | greater than | Pro | 1 | Pro-moderate |
| 48 | climate | greater than | Pro | 1 | Pro-moderate |
| 37 | climate | greater than | Neutral | NA | Neutral |
| 37 | climate | greater than | Neutral | NA | Neutral |
| 36 | climate | greater than | Pro | 2 | Pro-strong |
| 36 | climate | greater than | Pro | 2 | Pro-strong |
| 284 | climate | less than | Anti | 2 | Anti-strong |
| 284 | climate | less than | Anti | 2 | Anti-strong |
| 278 | climate | greater than | Pro | 2 | Pro-strong |
| 278 | climate | greater than | Pro | 2 | Pro-strong |
| 23 | climate | greater than | Pro | 1 | Pro-moderate |
| 23 | climate | greater than | Pro | 1 | Pro-moderate |
| 275 | climate | less than | Neutral | NA | Neutral |
| 275 | climate | less than | Neutral | NA | Neutral |
| 26 | climate | less than | Anti | 2 | Anti-strong |
| 26 | climate | less than | Anti | 2 | Anti-strong |
| 373 | climate | greater than | Pro | 2 | Pro-strong |
| 373 | climate | greater than | Pro | 2 | Pro-strong |
| 19 | climate | greater than | Pro | 2 | Pro-strong |
| 19 | climate | greater than | Pro | 2 | Pro-strong |
| 269 | climate | greater than | Pro | 1 | Pro-moderate |
| 269 | climate | greater than | Pro | 1 | Pro-moderate |
| 17 | climate | less than | Anti | 1 | Anti-moderate |
| 17 | climate | less than | Anti | 1 | Anti-moderate |
| 267 | climate | greater than | Pro | 2 | Pro-strong |
| 267 | climate | greater than | Pro | 2 | Pro-strong |
| 264 | climate | less than | Anti | 2 | Anti-strong |
| 264 | climate | less than | Anti | 2 | Anti-strong |
| 11 | climate | greater than | Anti | 1 | Anti-moderate |
| 11 | climate | greater than | Anti | 1 | Anti-moderate |
| 261 | climate | less than | Anti | 2 | Anti-strong |
| 261 | climate | less than | Anti | 2 | Anti-strong |
| 7 | climate | greater than | Pro | 2 | Pro-strong |
| 7 | climate | greater than | Pro | 2 | Pro-strong |
| 6 | climate | less than | Anti | 2 | Anti-strong |
| 6 | climate | less than | Anti | 2 | Anti-strong |
| 5 | climate | greater than | Pro | 1 | Pro-moderate |
| 5 | climate | greater than | Pro | 1 | Pro-moderate |
| 292 | climate | less than | Neutral | NA | Neutral |
| 292 | climate | less than | Neutral | NA | Neutral |
| 32 | climate | greater than | Pro | 2 | Pro-strong |
| 32 | climate | greater than | Pro | 2 | Pro-strong |
| 49 | climate | greater than | Pro | 2 | Pro-strong |
| 49 | climate | greater than | Pro | 2 | Pro-strong |
| 61 | climate | less than | Anti | 1 | Anti-moderate |
| 61 | climate | less than | Anti | 1 | Anti-moderate |
| 312 | climate | greater than | Pro | 2 | Pro-strong |
| 312 | climate | greater than | Pro | 2 | Pro-strong |
| 70 | climate | less than | Anti | 1 | Anti-moderate |
| 70 | climate | less than | Anti | 1 | Anti-moderate |
| 77 | climate | greater than | Neutral | NA | Neutral |
| 77 | climate | greater than | Neutral | NA | Neutral |
| 72 | climate | greater than | Pro | 2 | Pro-strong |
| 72 | climate | greater than | Pro | 2 | Pro-strong |
| 316 | climate | less than | Anti | 1 | Anti-moderate |
| 316 | climate | less than | Anti | 1 | Anti-moderate |
| 76 | climate | greater than | Pro | 2 | Pro-strong |
| 76 | climate | greater than | Pro | 2 | Pro-strong |
| 317 | climate | less than | Anti | 1 | Anti-moderate |
| 317 | climate | less than | Anti | 1 | Anti-moderate |
| 363 | climate | less than | Anti | 1 | Anti-moderate |
| 363 | climate | less than | Anti | 1 | Anti-moderate |
| 73 | climate | greater than | Pro | 2 | Pro-strong |
| 73 | climate | greater than | Pro | 2 | Pro-strong |
| 318 | climate | greater than | Pro | 1 | Pro-moderate |
| 318 | climate | greater than | Pro | 1 | Pro-moderate |
| 78 | climate | greater than | Pro | 2 | Pro-strong |
| 78 | climate | greater than | Pro | 2 | Pro-strong |
| 85 | climate | less than | Anti | 2 | Anti-strong |
| 85 | climate | less than | Anti | 2 | Anti-strong |
| 67 | climate | less than | Anti | 1 | Anti-moderate |
| 67 | climate | less than | Anti | 1 | Anti-moderate |
| 326 | climate | less than | Anti | 1 | Anti-moderate |
| 326 | climate | less than | Anti | 1 | Anti-moderate |
| 91 | climate | less than | Anti | 2 | Anti-strong |
| 91 | climate | less than | Anti | 2 | Anti-strong |
| 323 | climate | greater than | Pro | 1 | Pro-moderate |
| 323 | climate | greater than | Pro | 1 | Pro-moderate |
| 69 | climate | less than | Anti | 1 | Anti-moderate |
| 69 | climate | less than | Anti | 1 | Anti-moderate |
| 86 | climate | greater than | Pro | 1 | Pro-moderate |
| 86 | climate | greater than | Pro | 1 | Pro-moderate |
| 315 | climate | greater than | Pro | 2 | Pro-strong |
| 315 | climate | greater than | Pro | 2 | Pro-strong |
| 324 | climate | greater than | Neutral | NA | Neutral |
| 324 | climate | greater than | Neutral | NA | Neutral |
| 383 | climate | greater than | Pro | 1 | Pro-moderate |
| 383 | climate | greater than | Pro | 1 | Pro-moderate |
| 320 | climate | less than | Anti | 2 | Anti-strong |
| 320 | climate | less than | Anti | 2 | Anti-strong |
| 327 | climate | less than | Anti | 2 | Anti-strong |
| 327 | climate | less than | Anti | 2 | Anti-strong |
| 328 | climate | less than | Anti | 2 | Anti-strong |
| 328 | climate | less than | Anti | 2 | Anti-strong |
| 88 | climate | less than | Anti | 1 | Anti-moderate |
| 88 | climate | less than | Anti | 1 | Anti-moderate |
| 322 | climate | greater than | Pro | 2 | Pro-strong |
| 322 | climate | greater than | Pro | 2 | Pro-strong |
| 89 | climate | less than | Anti | 2 | Anti-strong |
| 89 | climate | less than | Anti | 2 | Anti-strong |
| 331 | climate | greater than | Pro | 1 | Pro-moderate |
| 331 | climate | greater than | Pro | 1 | Pro-moderate |
| 362 | climate | less than | Anti | 2 | Anti-strong |
| 362 | climate | less than | Anti | 2 | Anti-strong |
| 97 | climate | greater than | Pro | 2 | Pro-strong |
| 97 | climate | greater than | Pro | 2 | Pro-strong |
| 332 | climate | less than | Pro | 2 | Pro-strong |
| 332 | climate | less than | Pro | 2 | Pro-strong |
| 313 | climate | greater than | Pro | 2 | Pro-strong |
| 313 | climate | greater than | Pro | 2 | Pro-strong |
| 98 | climate | less than | Anti | 2 | Anti-strong |
| 98 | climate | less than | Anti | 2 | Anti-strong |
| 325 | climate | greater than | Pro | 2 | Pro-strong |
| 325 | climate | greater than | Pro | 2 | Pro-strong |
| 329 | climate | less than | Anti | 2 | Anti-strong |
| 329 | climate | less than | Anti | 2 | Anti-strong |
| 66 | climate | greater than | Pro | 2 | Pro-strong |
| 66 | climate | greater than | Pro | 2 | Pro-strong |
| 333 | climate | greater than | Pro | 2 | Pro-strong |
| 333 | climate | greater than | Pro | 2 | Pro-strong |
| 336 | climate | greater than | Pro | 1 | Pro-moderate |
| 336 | climate | greater than | Pro | 1 | Pro-moderate |
| 337 | climate | greater than | Pro | 2 | Pro-strong |
| 337 | climate | greater than | Pro | 2 | Pro-strong |
| 334 | climate | less than | Anti | 2 | Anti-strong |
| 334 | climate | less than | Anti | 2 | Anti-strong |
| 314 | climate | greater than | Pro | 2 | Pro-strong |
| 314 | climate | greater than | Pro | 2 | Pro-strong |
| 108 | climate | greater than | Pro | 1 | Pro-moderate |
| 108 | climate | greater than | Pro | 1 | Pro-moderate |
| 101 | climate | less than | Anti | 1 | Anti-moderate |
| 101 | climate | less than | Anti | 1 | Anti-moderate |
| 106 | climate | less than | Anti | 2 | Anti-strong |
| 106 | climate | less than | Anti | 2 | Anti-strong |
| 105 | climate | greater than | Pro | 1 | Pro-moderate |
| 105 | climate | greater than | Pro | 1 | Pro-moderate |
| 62 | climate | greater than | Anti | 1 | Anti-moderate |
| 62 | climate | greater than | Anti | 1 | Anti-moderate |
| 109 | climate | greater than | Pro | 2 | Pro-strong |
| 109 | climate | greater than | Pro | 2 | Pro-strong |
| 107 | climate | greater than | Neutral | NA | Neutral |
| 107 | climate | greater than | Neutral | NA | Neutral |
| 330 | climate | less than | Anti | 1 | Anti-moderate |
| 330 | climate | less than | Anti | 1 | Anti-moderate |
| 342 | climate | less than | Anti | 2 | Anti-strong |
| 342 | climate | less than | Anti | 2 | Anti-strong |
| 111 | climate | less than | Anti | 2 | Anti-strong |
| 111 | climate | less than | Anti | 2 | Anti-strong |
| 338 | climate | greater than | Pro | 1 | Pro-moderate |
| 338 | climate | greater than | Pro | 1 | Pro-moderate |
| 345 | climate | greater than | Pro | 1 | Pro-moderate |
| 345 | climate | greater than | Pro | 1 | Pro-moderate |
| 289 | climate | greater than | Neutral | NA | Neutral |
| 289 | climate | greater than | Neutral | NA | Neutral |
| 344 | climate | less than | Anti | 2 | Anti-strong |
| 344 | climate | less than | Anti | 2 | Anti-strong |
| 112 | climate | greater than | Pro | 1 | Pro-moderate |
| 112 | climate | greater than | Pro | 1 | Pro-moderate |
| 100 | climate | less than | Anti | 2 | Anti-strong |
| 100 | climate | less than | Anti | 2 | Anti-strong |
| 343 | climate | less than | Anti | 1 | Anti-moderate |
| 343 | climate | less than | Anti | 1 | Anti-moderate |
| 99 | climate | less than | Pro | 1 | Pro-moderate |
| 99 | climate | less than | Pro | 1 | Pro-moderate |
| 75 | climate | less than | Anti | 2 | Anti-strong |
| 75 | climate | less than | Anti | 2 | Anti-strong |
| 94 | climate | greater than | Pro | 2 | Pro-strong |
| 94 | climate | greater than | Pro | 2 | Pro-strong |
| 93 | climate | greater than | Pro | 1 | Pro-moderate |
| 93 | climate | greater than | Pro | 1 | Pro-moderate |
| 96 | climate | greater than | Pro | 2 | Pro-strong |
| 96 | climate | greater than | Pro | 2 | Pro-strong |
| 321 | climate | less than | Anti | 2 | Anti-strong |
| 321 | climate | less than | Anti | 2 | Anti-strong |
| 87 | climate | less than | Anti | 1 | Anti-moderate |
| 87 | climate | less than | Anti | 1 | Anti-moderate |
| 90 | climate | less than | Neutral | NA | Neutral |
| 90 | climate | less than | Neutral | NA | Neutral |
| 113 | climate | greater than | Pro | 1 | Pro-moderate |
| 113 | climate | greater than | Pro | 1 | Pro-moderate |
| 102 | climate | greater than | Pro | 1 | Pro-moderate |
| 102 | climate | greater than | Pro | 1 | Pro-moderate |
| 110 | climate | less than | Anti | 1 | Anti-moderate |
| 110 | climate | less than | Anti | 1 | Anti-moderate |
| 115 | climate | greater than | Pro | 2 | Pro-strong |
| 115 | climate | greater than | Pro | 2 | Pro-strong |
| 95 | climate | greater than | Pro | 2 | Pro-strong |
| 95 | climate | greater than | Pro | 2 | Pro-strong |
| 103 | climate | greater than | Pro | 2 | Pro-strong |
| 103 | climate | greater than | Pro | 2 | Pro-strong |
| 339 | climate | less than | Anti | 2 | Anti-strong |
| 339 | climate | less than | Anti | 2 | Anti-strong |
| 350 | climate | greater than | Pro | 2 | Pro-strong |
| 350 | climate | greater than | Pro | 2 | Pro-strong |
| 341 | climate | greater than | Pro | 2 | Pro-strong |
| 341 | climate | greater than | Pro | 2 | Pro-strong |
| 114 | climate | greater than | Pro | 2 | Pro-strong |
| 114 | climate | greater than | Pro | 2 | Pro-strong |
| 335 | climate | less than | Anti | 1 | Anti-moderate |
| 335 | climate | less than | Anti | 1 | Anti-moderate |
| 351 | climate | less than | Anti | 1 | Anti-moderate |
| 351 | climate | less than | Anti | 1 | Anti-moderate |
| 349 | climate | greater than | Pro | 2 | Pro-strong |
| 349 | climate | greater than | Pro | 2 | Pro-strong |
| 348 | climate | greater than | Pro | 1 | Pro-moderate |
| 348 | climate | greater than | Pro | 1 | Pro-moderate |
| 104 | climate | less than | Anti | 2 | Anti-strong |
| 104 | climate | less than | Anti | 2 | Anti-strong |
| 319 | climate | less than | Anti | 2 | Anti-strong |
| 319 | climate | less than | Anti | 2 | Anti-strong |
| 356 | climate | greater than | Pro | 1 | Pro-moderate |
| 356 | climate | greater than | Pro | 1 | Pro-moderate |
| 352 | climate | greater than | Pro | 2 | Pro-strong |
| 352 | climate | greater than | Pro | 2 | Pro-strong |
| 118 | climate | less than | Anti | 2 | Anti-strong |
| 118 | climate | less than | Anti | 2 | Anti-strong |
| 116 | climate | less than | Anti | 1 | Anti-moderate |
| 116 | climate | less than | Anti | 1 | Anti-moderate |
| 117 | climate | greater than | Pro | 2 | Pro-strong |
| 117 | climate | greater than | Pro | 2 | Pro-strong |
| 354 | climate | less than | Anti | 2 | Anti-strong |
| 354 | climate | less than | Anti | 2 | Anti-strong |
| 346 | climate | greater than | Pro | 2 | Pro-strong |
| 346 | climate | greater than | Pro | 2 | Pro-strong |
| 120 | climate | greater than | Pro | 2 | Pro-strong |
| 120 | climate | greater than | Pro | 2 | Pro-strong |
| 74 | climate | greater than | Pro | 2 | Pro-strong |
| 74 | climate | greater than | Pro | 2 | Pro-strong |
| 122 | climate | less than | Anti | 1 | Anti-moderate |
| 122 | climate | less than | Anti | 1 | Anti-moderate |
| 124 | climate | less than | Neutral | NA | Neutral |
| 124 | climate | less than | Neutral | NA | Neutral |
| 123 | climate | greater than | Pro | 2 | Pro-strong |
| 123 | climate | greater than | Pro | 2 | Pro-strong |
| 359 | climate | less than | Anti | 2 | Anti-strong |
| 359 | climate | less than | Anti | 2 | Anti-strong |
| 357 | climate | greater than | Pro | 1 | Pro-moderate |
| 357 | climate | greater than | Pro | 1 | Pro-moderate |
| 361 | climate | less than | Anti | 2 | Anti-strong |
| 361 | climate | less than | Anti | 2 | Anti-strong |
| 121 | climate | less than | Anti | 2 | Anti-strong |
| 121 | climate | less than | Anti | 2 | Anti-strong |
| 340 | climate | less than | Anti | 1 | Anti-moderate |
| 340 | climate | less than | Anti | 1 | Anti-moderate |
| 127 | climate | less than | Anti | 1 | Anti-moderate |
| 127 | climate | less than | Anti | 1 | Anti-moderate |
| 353 | climate | less than | Anti | 2 | Anti-strong |
| 353 | climate | less than | Anti | 2 | Anti-strong |
| 128 | climate | greater than | Pro | 1 | Pro-moderate |
| 128 | climate | greater than | Pro | 1 | Pro-moderate |
| 129 | climate | less than | Anti | 2 | Anti-strong |
| 129 | climate | less than | Anti | 2 | Anti-strong |
| 347 | climate | less than | Neutral | NA | Neutral |
| 347 | climate | less than | Neutral | NA | Neutral |
| 311 | climate | less than | Anti | 2 | Anti-strong |
| 311 | climate | less than | Anti | 2 | Anti-strong |
| 386 | climate | greater than | Pro | 1 | Pro-moderate |
| 386 | climate | greater than | Pro | 1 | Pro-moderate |
| 384 | climate | greater than | Pro | 2 | Pro-strong |
| 384 | climate | greater than | Pro | 2 | Pro-strong |
| 64 | climate | less than | Anti | 2 | Anti-strong |
| 64 | climate | less than | Anti | 2 | Anti-strong |
| 133 | climate | greater than | Pro | 1 | Pro-moderate |
| 133 | climate | greater than | Pro | 1 | Pro-moderate |
| 125 | climate | less than | Anti | 1 | Anti-moderate |
| 125 | climate | less than | Anti | 1 | Anti-moderate |
| 360 | climate | greater than | Pro | 2 | Pro-strong |
| 360 | climate | greater than | Pro | 2 | Pro-strong |
| 387 | climate | greater than | Pro | 2 | Pro-strong |
| 387 | climate | greater than | Pro | 2 | Pro-strong |
| 385 | climate | greater than | Pro | 2 | Pro-strong |
| 385 | climate | greater than | Pro | 2 | Pro-strong |
| 389 | climate | greater than | Pro | 1 | Pro-moderate |
| 389 | climate | greater than | Pro | 1 | Pro-moderate |
| 119 | climate | greater than | Pro | 2 | Pro-strong |
| 119 | climate | greater than | Pro | 2 | Pro-strong |
| 126 | climate | less than | Anti | 2 | Anti-strong |
| 126 | climate | less than | Anti | 2 | Anti-strong |
| 132 | climate | less than | Anti | 2 | Anti-strong |
| 132 | climate | less than | Anti | 2 | Anti-strong |
| 390 | climate | greater than | Pro | 1 | Pro-moderate |
| 390 | climate | greater than | Pro | 1 | Pro-moderate |
| 391 | climate | greater than | Neutral | NA | Neutral |
| 391 | climate | greater than | Neutral | NA | Neutral |
| 134 | climate | greater than | Pro | 2 | Pro-strong |
| 134 | climate | greater than | Pro | 2 | Pro-strong |
| 135 | climate | greater than | Pro | 1 | Pro-moderate |
| 135 | climate | greater than | Pro | 1 | Pro-moderate |
| 131 | climate | greater than | Pro | 2 | Pro-strong |
| 131 | climate | greater than | Pro | 2 | Pro-strong |
| 388 | climate | less than | Anti | 1 | Anti-moderate |
| 388 | climate | less than | Anti | 1 | Anti-moderate |
| 393 | climate | greater than | Pro | 2 | Pro-strong |
| 393 | climate | greater than | Pro | 2 | Pro-strong |
| 392 | climate | less than | Neutral | NA | Neutral |
| 392 | climate | less than | Neutral | NA | Neutral |
| 396 | climate | less than | Anti | 1 | Anti-moderate |
| 396 | climate | less than | Anti | 1 | Anti-moderate |
| 138 | climate | greater than | Pro | 2 | Pro-strong |
| 138 | climate | greater than | Pro | 2 | Pro-strong |
| 136 | climate | greater than | Anti | 1 | Anti-moderate |
| 136 | climate | greater than | Anti | 1 | Anti-moderate |
| 139 | climate | less than | Neutral | NA | Neutral |
| 139 | climate | less than | Neutral | NA | Neutral |
| 504 | climate | less than | Anti | 2 | Anti-strong |
| 504 | climate | less than | Anti | 2 | Anti-strong |
| 397 | climate | greater than | Pro | 2 | Pro-strong |
| 397 | climate | greater than | Pro | 2 | Pro-strong |
| 395 | climate | greater than | Neutral | NA | Neutral |
| 395 | climate | greater than | Neutral | NA | Neutral |
| 394 | climate | greater than | Pro | 1 | Pro-moderate |
| 394 | climate | greater than | Pro | 1 | Pro-moderate |
| 142 | climate | less than | Anti | 2 | Anti-strong |
| 142 | climate | less than | Anti | 2 | Anti-strong |
| 141 | climate | greater than | Pro | 1 | Pro-moderate |
| 141 | climate | greater than | Pro | 1 | Pro-moderate |
| 137 | climate | less than | Pro | 2 | Pro-strong |
| 137 | climate | less than | Pro | 2 | Pro-strong |
| 145 | climate | greater than | Pro | 1 | Pro-moderate |
| 145 | climate | greater than | Pro | 1 | Pro-moderate |
| 22 | climate | less than | Anti | 2 | Anti-strong |
| 22 | climate | less than | Anti | 2 | Anti-strong |
| 144 | climate | less than | Pro | 1 | Pro-moderate |
| 144 | climate | less than | Pro | 1 | Pro-moderate |
| 400 | climate | greater than | Pro | 2 | Pro-strong |
| 400 | climate | greater than | Pro | 2 | Pro-strong |
| 146 | climate | greater than | Neutral | NA | Neutral |
| 146 | climate | greater than | Neutral | NA | Neutral |
| 398 | climate | greater than | Pro | 2 | Pro-strong |
| 398 | climate | greater than | Pro | 2 | Pro-strong |
| 148 | climate | greater than | Pro | 2 | Pro-strong |
| 148 | climate | greater than | Pro | 2 | Pro-strong |
| 140 | climate | greater than | Pro | 2 | Pro-strong |
| 140 | climate | greater than | Pro | 2 | Pro-strong |
| 503 | climate | less than | Neutral | NA | Neutral |
| 503 | climate | less than | Neutral | NA | Neutral |
| 399 | climate | less than | Anti | 1 | Anti-moderate |
| 399 | climate | less than | Anti | 1 | Anti-moderate |
| 401 | climate | greater than | Pro | 2 | Pro-strong |
| 401 | climate | greater than | Pro | 2 | Pro-strong |
| 149 | climate | greater than | Pro | 2 | Pro-strong |
| 149 | climate | greater than | Pro | 2 | Pro-strong |
| 143 | climate | less than | Anti | 2 | Anti-strong |
| 143 | climate | less than | Anti | 2 | Anti-strong |
| 403 | climate | less than | Anti | 2 | Anti-strong |
| 403 | climate | less than | Anti | 2 | Anti-strong |
| 147 | climate | greater than | Pro | 1 | Pro-moderate |
| 147 | climate | greater than | Pro | 1 | Pro-moderate |
| 150 | climate | greater than | Pro | 1 | Pro-moderate |
| 150 | climate | greater than | Pro | 1 | Pro-moderate |
| 153 | climate | less than | Anti | 1 | Anti-moderate |
| 153 | climate | less than | Anti | 1 | Anti-moderate |
| 152 | climate | less than | Anti | 2 | Anti-strong |
| 152 | climate | less than | Anti | 2 | Anti-strong |
| 404 | climate | greater than | Pro | 1 | Pro-moderate |
| 404 | climate | greater than | Pro | 1 | Pro-moderate |
| 154 | climate | less than | Anti | 1 | Anti-moderate |
| 154 | climate | less than | Anti | 1 | Anti-moderate |
| 358 | climate | greater than | Pro | 1 | Pro-moderate |
| 358 | climate | greater than | Pro | 1 | Pro-moderate |
| 151 | climate | less than | Anti | 2 | Anti-strong |
| 151 | climate | less than | Anti | 2 | Anti-strong |
| 402 | climate | less than | Anti | 1 | Anti-moderate |
| 402 | climate | less than | Anti | 1 | Anti-moderate |
| 130 | climate | greater than | Pro | 2 | Pro-strong |
| 130 | climate | greater than | Pro | 2 | Pro-strong |
| 155 | climate | greater than | Pro | 1 | Pro-moderate |
| 155 | climate | greater than | Pro | 1 | Pro-moderate |
| 500 | climate | less than | Anti | 1 | Anti-moderate |
| 500 | climate | less than | Anti | 1 | Anti-moderate |
| 156 | climate | less than | Anti | 2 | Anti-strong |
| 156 | climate | less than | Anti | 2 | Anti-strong |
| 406 | climate | greater than | Pro | 1 | Pro-moderate |
| 406 | climate | greater than | Pro | 1 | Pro-moderate |
| 502 | climate | greater than | Neutral | NA | Neutral |
| 502 | climate | greater than | Neutral | NA | Neutral |
| 408 | climate | less than | Anti | 1 | Anti-moderate |
| 408 | climate | less than | Anti | 1 | Anti-moderate |
| 407 | climate | greater than | Pro | 2 | Pro-strong |
| 407 | climate | greater than | Pro | 2 | Pro-strong |
| 161 | climate | greater than | Pro | 2 | Pro-strong |
| 161 | climate | greater than | Pro | 2 | Pro-strong |
| 409 | climate | less than | Neutral | NA | Neutral |
| 409 | climate | less than | Neutral | NA | Neutral |
| 159 | climate | greater than | Pro | 2 | Pro-strong |
| 159 | climate | greater than | Pro | 2 | Pro-strong |
| 411 | climate | less than | Anti | 1 | Anti-moderate |
| 411 | climate | less than | Anti | 1 | Anti-moderate |
| 410 | climate | greater than | Neutral | NA | Neutral |
| 410 | climate | greater than | Neutral | NA | Neutral |
| 163 | climate | greater than | Pro | 1 | Pro-moderate |
| 163 | climate | greater than | Pro | 1 | Pro-moderate |
| 412 | climate | greater than | Pro | 2 | Pro-strong |
| 412 | climate | greater than | Pro | 2 | Pro-strong |
| 497 | climate | greater than | Pro | 2 | Pro-strong |
| 497 | climate | greater than | Pro | 2 | Pro-strong |
| 495 | climate | less than | Anti | 2 | Anti-strong |
| 495 | climate | less than | Anti | 2 | Anti-strong |
| 167 | climate | greater than | Neutral | NA | Neutral |
| 167 | climate | greater than | Neutral | NA | Neutral |
| 355 | climate | less than | Anti | 2 | Anti-strong |
| 355 | climate | less than | Anti | 2 | Anti-strong |
| 168 | climate | greater than | Pro | 2 | Pro-strong |
| 168 | climate | greater than | Pro | 2 | Pro-strong |
| 416 | climate | greater than | Pro | 1 | Pro-moderate |
| 416 | climate | greater than | Pro | 1 | Pro-moderate |
| 415 | climate | greater than | Pro | 2 | Pro-strong |
| 415 | climate | greater than | Pro | 2 | Pro-strong |
| 170 | climate | greater than | Pro | 2 | Pro-strong |
| 170 | climate | greater than | Pro | 2 | Pro-strong |
| 417 | climate | greater than | Pro | 2 | Pro-strong |
| 417 | climate | greater than | Pro | 2 | Pro-strong |
| 493 | climate | greater than | Pro | 1 | Pro-moderate |
| 493 | climate | greater than | Pro | 1 | Pro-moderate |
| 171 | climate | greater than | Pro | 2 | Pro-strong |
| 171 | climate | greater than | Pro | 2 | Pro-strong |
| 419 | climate | greater than | Pro | 1 | Pro-moderate |
| 419 | climate | greater than | Pro | 1 | Pro-moderate |
| 420 | climate | greater than | Pro | 1 | Pro-moderate |
| 420 | climate | greater than | Pro | 1 | Pro-moderate |
| 173 | climate | greater than | Pro | 1 | Pro-moderate |
| 173 | climate | greater than | Pro | 1 | Pro-moderate |
| 172 | climate | less than | Anti | 2 | Anti-strong |
| 172 | climate | less than | Anti | 2 | Anti-strong |
| 421 | climate | less than | Neutral | NA | Neutral |
| 421 | climate | less than | Neutral | NA | Neutral |
| 418 | climate | greater than | Pro | 1 | Pro-moderate |
| 418 | climate | greater than | Pro | 1 | Pro-moderate |
| 176 | climate | less than | Anti | 1 | Anti-moderate |
| 176 | climate | less than | Anti | 1 | Anti-moderate |
| 175 | climate | greater than | Pro | 1 | Pro-moderate |
| 175 | climate | greater than | Pro | 1 | Pro-moderate |
| 423 | climate | less than | Neutral | NA | Neutral |
| 423 | climate | less than | Neutral | NA | Neutral |
| 177 | climate | greater than | Pro | 1 | Pro-moderate |
| 177 | climate | greater than | Pro | 1 | Pro-moderate |
| 424 | climate | less than | Anti | 1 | Anti-moderate |
| 424 | climate | less than | Anti | 1 | Anti-moderate |
| 422 | climate | greater than | Neutral | NA | Neutral |
| 422 | climate | greater than | Neutral | NA | Neutral |
| 426 | climate | less than | Anti | 2 | Anti-strong |
| 426 | climate | less than | Anti | 2 | Anti-strong |
| 178 | climate | greater than | Pro | 1 | Pro-moderate |
| 178 | climate | greater than | Pro | 1 | Pro-moderate |
| 425 | climate | less than | Anti | 1 | Anti-moderate |
| 425 | climate | less than | Anti | 1 | Anti-moderate |
| 180 | climate | less than | Anti | 1 | Anti-moderate |
| 180 | climate | less than | Anti | 1 | Anti-moderate |
| 174 | climate | greater than | Pro | 2 | Pro-strong |
| 174 | climate | greater than | Pro | 2 | Pro-strong |
| 181 | climate | greater than | Neutral | NA | Neutral |
| 181 | climate | greater than | Neutral | NA | Neutral |
| 430 | climate | greater than | Neutral | NA | Neutral |
| 430 | climate | greater than | Neutral | NA | Neutral |
| 183 | climate | less than | Anti | 1 | Anti-moderate |
| 183 | climate | less than | Anti | 1 | Anti-moderate |
| 184 | climate | less than | Anti | 1 | Anti-moderate |
| 184 | climate | less than | Anti | 1 | Anti-moderate |
| 432 | climate | less than | Anti | 2 | Anti-strong |
| 432 | climate | less than | Anti | 2 | Anti-strong |
| 491 | climate | less than | Anti | 1 | Anti-moderate |
| 491 | climate | less than | Anti | 1 | Anti-moderate |
| 188 | climate | less than | Anti | 1 | Anti-moderate |
| 188 | climate | less than | Anti | 1 | Anti-moderate |
| 189 | climate | less than | Anti | 1 | Anti-moderate |
| 189 | climate | less than | Anti | 1 | Anti-moderate |
| 433 | climate | less than | Anti | 1 | Anti-moderate |
| 433 | climate | less than | Anti | 1 | Anti-moderate |
| 191 | climate | greater than | Anti | 2 | Anti-strong |
| 191 | climate | greater than | Anti | 2 | Anti-strong |
| 435 | climate | greater than | Pro | 2 | Pro-strong |
| 435 | climate | greater than | Pro | 2 | Pro-strong |
| 192 | climate | greater than | Neutral | NA | Neutral |
| 192 | climate | greater than | Neutral | NA | Neutral |
| 193 | climate | less than | Anti | 2 | Anti-strong |
| 193 | climate | less than | Anti | 2 | Anti-strong |
| 489 | climate | less than | Anti | 1 | Anti-moderate |
| 489 | climate | less than | Anti | 1 | Anti-moderate |
| 485 | climate | less than | Pro | 2 | Pro-strong |
| 485 | climate | less than | Pro | 2 | Pro-strong |
| 199 | climate | less than | Neutral | NA | Neutral |
| 199 | climate | less than | Neutral | NA | Neutral |
| 436 | climate | less than | Pro | 1 | Pro-moderate |
| 436 | climate | less than | Pro | 1 | Pro-moderate |
| 200 | climate | less than | Anti | 1 | Anti-moderate |
| 200 | climate | less than | Anti | 1 | Anti-moderate |
| 201 | climate | less than | Neutral | NA | Neutral |
| 201 | climate | less than | Neutral | NA | Neutral |
| 439 | climate | less than | Anti | 1 | Anti-moderate |
| 439 | climate | less than | Anti | 1 | Anti-moderate |
| 440 | climate | greater than | Neutral | NA | Neutral |
| 440 | climate | greater than | Neutral | NA | Neutral |
| 203 | climate | less than | Anti | 2 | Anti-strong |
| 203 | climate | less than | Anti | 2 | Anti-strong |
| 441 | climate | less than | Anti | 1 | Anti-moderate |
| 441 | climate | less than | Anti | 1 | Anti-moderate |
| 204 | climate | less than | Anti | 1 | Anti-moderate |
| 204 | climate | less than | Anti | 1 | Anti-moderate |
| 483 | climate | greater than | Pro | 2 | Pro-strong |
| 483 | climate | greater than | Pro | 2 | Pro-strong |
| 482 | climate | greater than | Pro | 1 | Pro-moderate |
| 482 | climate | greater than | Pro | 1 | Pro-moderate |
| 206 | climate | greater than | Anti | 1 | Anti-moderate |
| 206 | climate | greater than | Anti | 1 | Anti-moderate |
| 481 | climate | less than | Anti | 1 | Anti-moderate |
| 481 | climate | less than | Anti | 1 | Anti-moderate |
| 442 | climate | greater than | Anti | 1 | Anti-moderate |
| 442 | climate | greater than | Anti | 1 | Anti-moderate |
| 208 | climate | greater than | Pro | 1 | Pro-moderate |
| 208 | climate | greater than | Pro | 1 | Pro-moderate |
| 209 | climate | greater than | Pro | 2 | Pro-strong |
| 209 | climate | greater than | Pro | 2 | Pro-strong |
| 443 | climate | greater than | Anti | 1 | Anti-moderate |
| 443 | climate | greater than | Anti | 1 | Anti-moderate |
| 210 | climate | greater than | Pro | 2 | Pro-strong |
| 210 | climate | greater than | Pro | 2 | Pro-strong |
| 444 | climate | less than | Anti | 2 | Anti-strong |
| 444 | climate | less than | Anti | 2 | Anti-strong |
| 211 | climate | greater than | Pro | 1 | Pro-moderate |
| 211 | climate | greater than | Pro | 1 | Pro-moderate |
| 212 | climate | greater than | Neutral | NA | Neutral |
| 212 | climate | greater than | Neutral | NA | Neutral |
| 445 | climate | greater than | Pro | 2 | Pro-strong |
| 445 | climate | greater than | Pro | 2 | Pro-strong |
| 446 | climate | less than | Pro | 1 | Pro-moderate |
| 446 | climate | less than | Pro | 1 | Pro-moderate |
| 213 | climate | less than | Anti | 1 | Anti-moderate |
| 213 | climate | less than | Anti | 1 | Anti-moderate |
| 214 | climate | less than | Anti | 1 | Anti-moderate |
| 214 | climate | less than | Anti | 1 | Anti-moderate |
| 480 | climate | less than | Anti | 2 | Anti-strong |
| 480 | climate | less than | Anti | 2 | Anti-strong |
| 215 | climate | greater than | Pro | 2 | Pro-strong |
| 215 | climate | greater than | Pro | 2 | Pro-strong |
| 447 | climate | less than | Anti | 1 | Anti-moderate |
| 447 | climate | less than | Anti | 1 | Anti-moderate |
| 217 | climate | greater than | Neutral | NA | Neutral |
| 217 | climate | greater than | Neutral | NA | Neutral |
| 218 | climate | less than | Neutral | NA | Neutral |
| 218 | climate | less than | Neutral | NA | Neutral |
| 220 | climate | greater than | Pro | 1 | Pro-moderate |
| 220 | climate | greater than | Pro | 1 | Pro-moderate |
| 453 | climate | less than | Pro | 1 | Pro-moderate |
| 453 | climate | less than | Pro | 1 | Pro-moderate |
| 221 | climate | less than | Neutral | NA | Neutral |
| 221 | climate | less than | Neutral | NA | Neutral |
| 479 | climate | greater than | Pro | 1 | Pro-moderate |
| 479 | climate | greater than | Pro | 1 | Pro-moderate |
| 223 | climate | greater than | Pro | 1 | Pro-moderate |
| 223 | climate | greater than | Pro | 1 | Pro-moderate |
| 224 | climate | greater than | Neutral | NA | Neutral |
| 224 | climate | greater than | Neutral | NA | Neutral |
| 225 | climate | greater than | Pro | 1 | Pro-moderate |
| 225 | climate | greater than | Pro | 1 | Pro-moderate |
| 455 | climate | greater than | Pro | 2 | Pro-strong |
| 455 | climate | greater than | Pro | 2 | Pro-strong |
| 456 | climate | less than | Pro | 1 | Pro-moderate |
| 456 | climate | less than | Pro | 1 | Pro-moderate |
| 228 | climate | greater than | Pro | 2 | Pro-strong |
| 228 | climate | greater than | Pro | 2 | Pro-strong |
| 229 | climate | less than | Anti | 2 | Anti-strong |
| 229 | climate | less than | Anti | 2 | Anti-strong |
| 458 | climate | greater than | Neutral | NA | Neutral |
| 458 | climate | greater than | Neutral | NA | Neutral |
| 230 | climate | greater than | Anti | 2 | Anti-strong |
| 230 | climate | greater than | Anti | 2 | Anti-strong |
| 231 | climate | less than | Anti | 2 | Anti-strong |
| 231 | climate | less than | Anti | 2 | Anti-strong |
| 459 | climate | less than | Anti | 1 | Anti-moderate |
| 459 | climate | less than | Anti | 1 | Anti-moderate |
| 460 | climate | less than | Anti | 1 | Anti-moderate |
| 460 | climate | less than | Anti | 1 | Anti-moderate |
| 235 | climate | less than | Anti | 1 | Anti-moderate |
| 235 | climate | less than | Anti | 1 | Anti-moderate |
| 462 | climate | greater than | Pro | 2 | Pro-strong |
| 462 | climate | greater than | Pro | 2 | Pro-strong |
| 236 | climate | greater than | Pro | 2 | Pro-strong |
| 236 | climate | greater than | Pro | 2 | Pro-strong |
| 238 | climate | less than | Anti | 1 | Anti-moderate |
| 238 | climate | less than | Anti | 1 | Anti-moderate |
| 463 | climate | greater than | Pro | 1 | Pro-moderate |
| 463 | climate | greater than | Pro | 1 | Pro-moderate |
| 239 | climate | greater than | Pro | 1 | Pro-moderate |
| 239 | climate | greater than | Pro | 1 | Pro-moderate |
| 464 | climate | greater than | Neutral | NA | Neutral |
| 464 | climate | greater than | Neutral | NA | Neutral |
| 465 | climate | less than | Anti | 1 | Anti-moderate |
| 465 | climate | less than | Anti | 1 | Anti-moderate |
| 240 | climate | less than | Pro | 1 | Pro-moderate |
| 240 | climate | less than | Pro | 1 | Pro-moderate |
| 466 | climate | less than | Anti | 2 | Anti-strong |
| 466 | climate | less than | Anti | 2 | Anti-strong |
| 241 | climate | greater than | Pro | 1 | Pro-moderate |
| 241 | climate | greater than | Pro | 1 | Pro-moderate |
| 467 | climate | less than | Anti | 2 | Anti-strong |
| 467 | climate | less than | Anti | 2 | Anti-strong |
| 468 | climate | less than | Anti | 2 | Anti-strong |
| 468 | climate | less than | Anti | 2 | Anti-strong |
| 242 | climate | less than | Anti | 1 | Anti-moderate |
| 242 | climate | less than | Anti | 1 | Anti-moderate |
| 243 | climate | less than | Anti | 2 | Anti-strong |
| 243 | climate | less than | Anti | 2 | Anti-strong |
| 469 | climate | greater than | Pro | 1 | Pro-moderate |
| 469 | climate | greater than | Pro | 1 | Pro-moderate |
| 244 | climate | less than | Anti | 2 | Anti-strong |
| 244 | climate | less than | Anti | 2 | Anti-strong |
| 475 | climate | less than | Anti | 1 | Anti-moderate |
| 475 | climate | less than | Anti | 1 | Anti-moderate |
| 246 | climate | less than | Anti | 1 | Anti-moderate |
| 246 | climate | less than | Anti | 1 | Anti-moderate |
| 245 | climate | greater than | Neutral | NA | Neutral |
| 245 | climate | greater than | Neutral | NA | Neutral |
| 470 | climate | less than | Anti | 1 | Anti-moderate |
| 470 | climate | less than | Anti | 1 | Anti-moderate |
| 247 | climate | less than | Anti | 1 | Anti-moderate |
| 247 | climate | less than | Anti | 1 | Anti-moderate |
| 474 | climate | less than | Anti | 1 | Anti-moderate |
| 474 | climate | less than | Anti | 1 | Anti-moderate |
| 249 | climate | greater than | Pro | 2 | Pro-strong |
| 249 | climate | greater than | Pro | 2 | Pro-strong |
| 471 | climate | less than | Anti | 1 | Anti-moderate |
| 471 | climate | less than | Anti | 1 | Anti-moderate |
| 472 | climate | greater than | Pro | 1 | Pro-moderate |
| 472 | climate | greater than | Pro | 1 | Pro-moderate |
| 473 | climate | less than | Anti | 1 | Anti-moderate |
| 473 | climate | less than | Anti | 1 | Anti-moderate |
| 251 | climate | greater than | Pro | 1 | Pro-moderate |
| 251 | climate | greater than | Pro | 1 | Pro-moderate |
| 250 | climate | greater than | Neutral | NA | Neutral |
| 250 | climate | greater than | Neutral | NA | Neutral |
| 248 | climate | greater than | Pro | 2 | Pro-strong |
| 248 | climate | greater than | Pro | 2 | Pro-strong |
| 476 | climate | greater than | Neutral | NA | Neutral |
| 476 | climate | greater than | Neutral | NA | Neutral |
| 237 | climate | less than | Anti | 2 | Anti-strong |
| 237 | climate | less than | Anti | 2 | Anti-strong |
| 461 | climate | less than | Anti | 1 | Anti-moderate |
| 461 | climate | less than | Anti | 1 | Anti-moderate |
| 234 | climate | greater than | Pro | 1 | Pro-moderate |
| 234 | climate | greater than | Pro | 1 | Pro-moderate |
| 233 | climate | less than | Pro | 1 | Pro-moderate |
| 233 | climate | less than | Pro | 1 | Pro-moderate |
| 477 | climate | less than | Anti | 1 | Anti-moderate |
| 477 | climate | less than | Anti | 1 | Anti-moderate |
| 232 | climate | less than | Anti | 1 | Anti-moderate |
| 232 | climate | less than | Anti | 1 | Anti-moderate |
| 478 | climate | less than | Anti | 1 | Anti-moderate |
| 478 | climate | less than | Anti | 1 | Anti-moderate |
| 457 | climate | greater than | Pro | 2 | Pro-strong |
| 457 | climate | greater than | Pro | 2 | Pro-strong |
| 227 | climate | less than | Neutral | NA | Neutral |
| 227 | climate | less than | Neutral | NA | Neutral |
| 226 | climate | less than | Anti | 2 | Anti-strong |
| 226 | climate | less than | Anti | 2 | Anti-strong |
| 454 | climate | less than | Anti | 1 | Anti-moderate |
| 454 | climate | less than | Anti | 1 | Anti-moderate |
| 222 | climate | less than | Anti | 2 | Anti-strong |
| 222 | climate | less than | Anti | 2 | Anti-strong |
| 452 | climate | greater than | Pro | 1 | Pro-moderate |
| 452 | climate | greater than | Pro | 1 | Pro-moderate |
| 451 | climate | less than | Pro | 1 | Pro-moderate |
| 451 | climate | less than | Pro | 1 | Pro-moderate |
| 450 | climate | less than | Anti | 1 | Anti-moderate |
| 450 | climate | less than | Anti | 1 | Anti-moderate |
| 219 | climate | greater than | Anti | 2 | Anti-strong |
| 219 | climate | greater than | Anti | 2 | Anti-strong |
| 449 | climate | greater than | Anti | 2 | Anti-strong |
| 449 | climate | greater than | Anti | 2 | Anti-strong |
| 448 | climate | greater than | Anti | 1 | Anti-moderate |
| 448 | climate | greater than | Anti | 1 | Anti-moderate |
| 216 | climate | less than | Anti | 1 | Anti-moderate |
| 216 | climate | less than | Anti | 1 | Anti-moderate |
| 207 | climate | less than | Neutral | NA | Neutral |
| 207 | climate | less than | Neutral | NA | Neutral |
| 205 | climate | greater than | Neutral | NA | Neutral |
| 205 | climate | greater than | Neutral | NA | Neutral |
| 202 | climate | less than | Anti | 1 | Anti-moderate |
| 202 | climate | less than | Anti | 1 | Anti-moderate |
| 484 | climate | greater than | Neutral | NA | Neutral |
| 484 | climate | greater than | Neutral | NA | Neutral |
| 438 | climate | greater than | Pro | 2 | Pro-strong |
| 438 | climate | greater than | Pro | 2 | Pro-strong |
| 437 | climate | less than | Anti | 1 | Anti-moderate |
| 437 | climate | less than | Anti | 1 | Anti-moderate |
| 198 | climate | less than | Anti | 2 | Anti-strong |
| 198 | climate | less than | Anti | 2 | Anti-strong |
| 197 | climate | greater than | Anti | 1 | Anti-moderate |
| 197 | climate | greater than | Anti | 1 | Anti-moderate |
| 486 | climate | greater than | Pro | 2 | Pro-strong |
| 486 | climate | greater than | Pro | 2 | Pro-strong |
| 487 | climate | less than | Pro | 2 | Pro-strong |
| 487 | climate | less than | Pro | 2 | Pro-strong |
| 196 | climate | less than | Neutral | NA | Neutral |
| 196 | climate | less than | Neutral | NA | Neutral |
| 195 | climate | greater than | Anti | 1 | Anti-moderate |
| 195 | climate | greater than | Anti | 1 | Anti-moderate |
| 488 | climate | less than | Anti | 1 | Anti-moderate |
| 488 | climate | less than | Anti | 1 | Anti-moderate |
| 194 | climate | greater than | Pro | 1 | Pro-moderate |
| 194 | climate | greater than | Pro | 1 | Pro-moderate |
| 490 | climate | less than | Neutral | NA | Neutral |
| 490 | climate | less than | Neutral | NA | Neutral |
| 434 | climate | greater than | Neutral | NA | Neutral |
| 434 | climate | greater than | Neutral | NA | Neutral |
| 190 | climate | greater than | Pro | 1 | Pro-moderate |
| 190 | climate | greater than | Pro | 1 | Pro-moderate |
| 187 | climate | less than | Anti | 2 | Anti-strong |
| 187 | climate | less than | Anti | 2 | Anti-strong |
| 186 | climate | less than | Neutral | NA | Neutral |
| 186 | climate | less than | Neutral | NA | Neutral |
| 185 | climate | less than | Anti | 2 | Anti-strong |
| 185 | climate | less than | Anti | 2 | Anti-strong |
| 492 | climate | greater than | Pro | 2 | Pro-strong |
| 492 | climate | greater than | Pro | 2 | Pro-strong |
| 182 | climate | greater than | Pro | 1 | Pro-moderate |
| 182 | climate | greater than | Pro | 1 | Pro-moderate |
| 429 | climate | less than | Neutral | NA | Neutral |
| 429 | climate | less than | Neutral | NA | Neutral |
| 428 | climate | greater than | Neutral | NA | Neutral |
| 428 | climate | greater than | Neutral | NA | Neutral |
| 427 | climate | less than | Neutral | NA | Neutral |
| 427 | climate | less than | Neutral | NA | Neutral |
| 179 | climate | greater than | Pro | 2 | Pro-strong |
| 179 | climate | greater than | Pro | 2 | Pro-strong |
| 169 | climate | less than | Anti | 1 | Anti-moderate |
| 169 | climate | less than | Anti | 1 | Anti-moderate |
| 494 | climate | less than | Anti | 1 | Anti-moderate |
| 494 | climate | less than | Anti | 1 | Anti-moderate |
| 414 | climate | greater than | Pro | 1 | Pro-moderate |
| 414 | climate | greater than | Pro | 1 | Pro-moderate |
| 496 | climate | greater than | Pro | 1 | Pro-moderate |
| 496 | climate | greater than | Pro | 1 | Pro-moderate |
| 166 | climate | greater than | Neutral | NA | Neutral |
| 166 | climate | greater than | Neutral | NA | Neutral |
| 164 | climate | greater than | Neutral | NA | Neutral |
| 164 | climate | greater than | Neutral | NA | Neutral |
| 413 | climate | less than | Anti | 1 | Anti-moderate |
| 413 | climate | less than | Anti | 1 | Anti-moderate |
| 165 | climate | less than | Anti | 2 | Anti-strong |
| 165 | climate | less than | Anti | 2 | Anti-strong |
| 499 | climate | greater than | Pro | 2 | Pro-strong |
| 499 | climate | greater than | Pro | 2 | Pro-strong |
| 162 | climate | less than | Anti | 2 | Anti-strong |
| 162 | climate | less than | Anti | 2 | Anti-strong |
| 157 | climate | less than | Anti | 2 | Anti-strong |
| 157 | climate | less than | Anti | 2 | Anti-strong |
| 498 | climate | greater than | Pro | 1 | Pro-moderate |
| 498 | climate | greater than | Pro | 1 | Pro-moderate |
| 160 | climate | greater than | Pro | 1 | Pro-moderate |
| 160 | climate | greater than | Pro | 1 | Pro-moderate |
| 158 | climate | greater than | Pro | 2 | Pro-strong |
| 158 | climate | greater than | Pro | 2 | Pro-strong |
| 501 | climate | less than | Anti | 1 | Anti-moderate |
| 501 | climate | less than | Anti | 1 | Anti-moderate |
| 405 | climate | greater than | Neutral | NA | Neutral |
| 405 | climate | greater than | Neutral | NA | Neutral |
| 431 | climate | less than | Anti | 2 | Anti-strong |
| 431 | climate | less than | Anti | 2 | Anti-strong |
Calculate Pro / Anti Message based on Ideology & Self-Enhancement Motive
Now, I want to code the variable ideo_motive. This one is very similar to issue_motive, but rather than calculating the motives from specific opinion questions on each topic, this one uses the Left / Right ideology item. For selfenhancement, it uses the default instead. For the neutral vignettes, I use the arbitrary placeholder.
data_mot <- data_mot %>%
mutate(ideo_direction = case_when(
question_topic == "climate" ~ ideo_m_climate,
question_topic == "adoption" ~ ideo_m_adoption,
question_topic == "punishment" ~ ideo_m_punishment,
question_topic == "cats" ~ ideo_m_cats,
question_topic == "teaculture" ~ ideo_m_teaculture,
question_topic == "brain" ~ ideo_m_brain,
question_topic == "gender" ~ ideo_m_gender,
question_topic == "discrimination" ~ ideo_m_discrimination,
question_topic == "immigration" ~ ideo_m_immigration,
question_topic == "gonogo_performance" ~ self_m_enhancement,
question_topic == "fakenews_performance" ~ self_m_enhancement,
TRUE ~ NA_character_
))
data_mot <- data_mot %>%
mutate(ideo_motive = case_when(
message == "less than" & ideo_direction == "Lower" ~ "Pro",
message == "greater than" & ideo_direction == "Higher" ~ "Pro",
message == "less than" & ideo_direction == "Higher" ~ "Anti",
message == "greater than" & ideo_direction == "Lower" ~ "Anti",
ideo_direction == "Neutral" ~ "Neutral",
TRUE ~ NA_character_
))Transform into a factor with three levels (Anti, Neutral, Pro)
data_mot <- data_mot %>%
mutate(ideo_motive = factor(ideo_motive, levels = c("Anti", "Neutral", "Pro")))Check if all worked as planned
data_mot %>%
filter(question_topic == "immigration") %>%
select(subj_idx, question_topic, message, ideo_m_immigration, ideo_motive) %>%
tt(theme = "striped")| subj_idx | question_topic | message | ideo_m_immigration | ideo_motive |
|---|---|---|---|---|
| 252 | immigration | less than | Lower | Pro |
| 252 | immigration | less than | Lower | Pro |
| 382 | immigration | less than | Lower | Pro |
| 382 | immigration | less than | Lower | Pro |
| 1 | immigration | greater than | Higher | Pro |
| 1 | immigration | greater than | Higher | Pro |
| 253 | immigration | less than | Lower | Pro |
| 253 | immigration | less than | Lower | Pro |
| 2 | immigration | greater than | Higher | Pro |
| 2 | immigration | greater than | Higher | Pro |
| 3 | immigration | greater than | Lower | Anti |
| 3 | immigration | greater than | Lower | Anti |
| 254 | immigration | greater than | Higher | Pro |
| 254 | immigration | greater than | Higher | Pro |
| 255 | immigration | less than | Higher | Anti |
| 255 | immigration | less than | Higher | Anti |
| 256 | immigration | greater than | Lower | Anti |
| 256 | immigration | greater than | Lower | Anti |
| 4 | immigration | greater than | Lower | Anti |
| 4 | immigration | greater than | Lower | Anti |
| 257 | immigration | less than | Lower | Pro |
| 257 | immigration | less than | Lower | Pro |
| 258 | immigration | greater than | Neutral | Neutral |
| 258 | immigration | greater than | Neutral | Neutral |
| 259 | immigration | greater than | Lower | Anti |
| 259 | immigration | greater than | Lower | Anti |
| 260 | immigration | less than | Lower | Pro |
| 260 | immigration | less than | Lower | Pro |
| 381 | immigration | less than | Higher | Anti |
| 381 | immigration | less than | Higher | Anti |
| 8 | immigration | greater than | Lower | Anti |
| 8 | immigration | greater than | Lower | Anti |
| 9 | immigration | greater than | Lower | Anti |
| 9 | immigration | greater than | Lower | Anti |
| 10 | immigration | greater than | Lower | Anti |
| 10 | immigration | greater than | Lower | Anti |
| 262 | immigration | less than | Lower | Pro |
| 262 | immigration | less than | Lower | Pro |
| 263 | immigration | greater than | Lower | Anti |
| 263 | immigration | greater than | Lower | Anti |
| 14 | immigration | greater than | Higher | Pro |
| 14 | immigration | greater than | Higher | Pro |
| 84 | immigration | less than | Lower | Pro |
| 84 | immigration | less than | Lower | Pro |
| 12 | immigration | greater than | Higher | Pro |
| 12 | immigration | greater than | Higher | Pro |
| 15 | immigration | less than | Lower | Pro |
| 15 | immigration | less than | Lower | Pro |
| 380 | immigration | less than | Lower | Pro |
| 380 | immigration | less than | Lower | Pro |
| 13 | immigration | greater than | Lower | Anti |
| 13 | immigration | greater than | Lower | Anti |
| 266 | immigration | less than | Higher | Anti |
| 266 | immigration | less than | Higher | Anti |
| 16 | immigration | greater than | Lower | Anti |
| 16 | immigration | greater than | Lower | Anti |
| 265 | immigration | greater than | Lower | Anti |
| 265 | immigration | greater than | Lower | Anti |
| 268 | immigration | less than | Lower | Pro |
| 268 | immigration | less than | Lower | Pro |
| 20 | immigration | greater than | Lower | Anti |
| 20 | immigration | greater than | Lower | Anti |
| 379 | immigration | greater than | Lower | Anti |
| 379 | immigration | greater than | Lower | Anti |
| 82 | immigration | less than | Higher | Anti |
| 82 | immigration | less than | Higher | Anti |
| 18 | immigration | less than | Lower | Pro |
| 18 | immigration | less than | Lower | Pro |
| 378 | immigration | less than | Lower | Pro |
| 378 | immigration | less than | Lower | Pro |
| 271 | immigration | greater than | Lower | Anti |
| 271 | immigration | greater than | Lower | Anti |
| 83 | immigration | less than | Neutral | Neutral |
| 83 | immigration | less than | Neutral | Neutral |
| 21 | immigration | less than | Lower | Pro |
| 21 | immigration | less than | Lower | Pro |
| 377 | immigration | greater than | Higher | Pro |
| 377 | immigration | greater than | Higher | Pro |
| 376 | immigration | greater than | Lower | Anti |
| 376 | immigration | greater than | Lower | Anti |
| 374 | immigration | less than | Lower | Pro |
| 374 | immigration | less than | Lower | Pro |
| 273 | immigration | greater than | Lower | Anti |
| 273 | immigration | greater than | Lower | Anti |
| 80 | immigration | less than | Lower | Pro |
| 80 | immigration | less than | Lower | Pro |
| 81 | immigration | less than | Lower | Pro |
| 81 | immigration | less than | Lower | Pro |
| 24 | immigration | greater than | Lower | Anti |
| 24 | immigration | greater than | Lower | Anti |
| 375 | immigration | less than | Lower | Pro |
| 375 | immigration | less than | Lower | Pro |
| 25 | immigration | less than | Lower | Pro |
| 25 | immigration | less than | Lower | Pro |
| 274 | immigration | greater than | Lower | Anti |
| 274 | immigration | greater than | Lower | Anti |
| 27 | immigration | greater than | Higher | Pro |
| 27 | immigration | greater than | Higher | Pro |
| 276 | immigration | less than | Lower | Pro |
| 276 | immigration | less than | Lower | Pro |
| 29 | immigration | greater than | Lower | Anti |
| 29 | immigration | greater than | Lower | Anti |
| 28 | immigration | greater than | Higher | Pro |
| 28 | immigration | greater than | Higher | Pro |
| 372 | immigration | less than | Lower | Pro |
| 372 | immigration | less than | Lower | Pro |
| 277 | immigration | greater than | Lower | Anti |
| 277 | immigration | greater than | Lower | Anti |
| 279 | immigration | less than | Lower | Pro |
| 279 | immigration | less than | Lower | Pro |
| 31 | immigration | greater than | Lower | Anti |
| 31 | immigration | greater than | Lower | Anti |
| 30 | immigration | less than | Lower | Pro |
| 30 | immigration | less than | Lower | Pro |
| 281 | immigration | greater than | Lower | Anti |
| 281 | immigration | greater than | Lower | Anti |
| 35 | immigration | greater than | Lower | Anti |
| 35 | immigration | greater than | Lower | Anti |
| 34 | immigration | greater than | Neutral | Neutral |
| 34 | immigration | greater than | Neutral | Neutral |
| 282 | immigration | less than | Lower | Pro |
| 282 | immigration | less than | Lower | Pro |
| 371 | immigration | less than | Lower | Pro |
| 371 | immigration | less than | Lower | Pro |
| 33 | immigration | greater than | Lower | Anti |
| 33 | immigration | greater than | Lower | Anti |
| 369 | immigration | less than | Lower | Pro |
| 369 | immigration | less than | Lower | Pro |
| 40 | immigration | less than | Lower | Pro |
| 40 | immigration | less than | Lower | Pro |
| 272 | immigration | greater than | Higher | Pro |
| 272 | immigration | greater than | Higher | Pro |
| 283 | immigration | less than | Lower | Pro |
| 283 | immigration | less than | Lower | Pro |
| 286 | immigration | greater than | Lower | Anti |
| 286 | immigration | greater than | Lower | Anti |
| 42 | immigration | less than | Lower | Pro |
| 42 | immigration | less than | Lower | Pro |
| 370 | immigration | less than | Lower | Pro |
| 370 | immigration | less than | Lower | Pro |
| 287 | immigration | less than | Higher | Anti |
| 287 | immigration | less than | Higher | Anti |
| 41 | immigration | less than | Lower | Pro |
| 41 | immigration | less than | Lower | Pro |
| 285 | immigration | less than | Lower | Pro |
| 285 | immigration | less than | Lower | Pro |
| 368 | immigration | greater than | Lower | Anti |
| 368 | immigration | greater than | Lower | Anti |
| 288 | immigration | less than | Lower | Pro |
| 288 | immigration | less than | Lower | Pro |
| 39 | immigration | less than | Lower | Pro |
| 39 | immigration | less than | Lower | Pro |
| 38 | immigration | less than | Higher | Anti |
| 38 | immigration | less than | Higher | Anti |
| 290 | immigration | greater than | Lower | Anti |
| 290 | immigration | greater than | Lower | Anti |
| 44 | immigration | greater than | Lower | Anti |
| 44 | immigration | greater than | Lower | Anti |
| 45 | immigration | greater than | Higher | Pro |
| 45 | immigration | greater than | Higher | Pro |
| 291 | immigration | greater than | Lower | Anti |
| 291 | immigration | greater than | Lower | Anti |
| 293 | immigration | less than | Lower | Pro |
| 293 | immigration | less than | Lower | Pro |
| 47 | immigration | greater than | Higher | Pro |
| 47 | immigration | greater than | Higher | Pro |
| 79 | immigration | less than | Higher | Anti |
| 79 | immigration | less than | Higher | Anti |
| 46 | immigration | greater than | Lower | Anti |
| 46 | immigration | greater than | Lower | Anti |
| 50 | immigration | less than | Lower | Pro |
| 50 | immigration | less than | Lower | Pro |
| 298 | immigration | less than | Higher | Anti |
| 298 | immigration | less than | Higher | Anti |
| 43 | immigration | less than | Lower | Pro |
| 43 | immigration | less than | Lower | Pro |
| 294 | immigration | less than | Lower | Pro |
| 294 | immigration | less than | Lower | Pro |
| 296 | immigration | greater than | Lower | Anti |
| 296 | immigration | greater than | Lower | Anti |
| 297 | immigration | greater than | Lower | Anti |
| 297 | immigration | greater than | Lower | Anti |
| 52 | immigration | less than | Higher | Anti |
| 52 | immigration | less than | Higher | Anti |
| 366 | immigration | less than | Higher | Anti |
| 366 | immigration | less than | Higher | Anti |
| 56 | immigration | less than | Higher | Anti |
| 56 | immigration | less than | Higher | Anti |
| 365 | immigration | less than | Lower | Pro |
| 365 | immigration | less than | Lower | Pro |
| 63 | immigration | less than | Lower | Pro |
| 63 | immigration | less than | Lower | Pro |
| 304 | immigration | greater than | Higher | Pro |
| 304 | immigration | greater than | Higher | Pro |
| 58 | immigration | greater than | Lower | Anti |
| 58 | immigration | greater than | Lower | Anti |
| 306 | immigration | greater than | Lower | Anti |
| 306 | immigration | greater than | Lower | Anti |
| 51 | immigration | less than | Lower | Pro |
| 51 | immigration | less than | Lower | Pro |
| 302 | immigration | less than | Lower | Pro |
| 302 | immigration | less than | Lower | Pro |
| 54 | immigration | less than | Lower | Pro |
| 54 | immigration | less than | Lower | Pro |
| 57 | immigration | greater than | Lower | Anti |
| 57 | immigration | greater than | Lower | Anti |
| 60 | immigration | less than | Lower | Pro |
| 60 | immigration | less than | Lower | Pro |
| 364 | immigration | greater than | Lower | Anti |
| 364 | immigration | greater than | Lower | Anti |
| 53 | immigration | less than | Lower | Pro |
| 53 | immigration | less than | Lower | Pro |
| 280 | immigration | less than | Higher | Anti |
| 280 | immigration | less than | Higher | Anti |
| 301 | immigration | less than | Lower | Pro |
| 301 | immigration | less than | Lower | Pro |
| 65 | immigration | greater than | Lower | Anti |
| 65 | immigration | greater than | Lower | Anti |
| 55 | immigration | less than | Lower | Pro |
| 55 | immigration | less than | Lower | Pro |
| 307 | immigration | less than | Lower | Pro |
| 307 | immigration | less than | Lower | Pro |
| 305 | immigration | less than | Higher | Anti |
| 305 | immigration | less than | Higher | Anti |
| 308 | immigration | less than | Lower | Pro |
| 308 | immigration | less than | Lower | Pro |
| 300 | immigration | less than | Lower | Pro |
| 300 | immigration | less than | Lower | Pro |
| 59 | immigration | greater than | Lower | Anti |
| 59 | immigration | greater than | Lower | Anti |
| 270 | immigration | greater than | Higher | Pro |
| 270 | immigration | greater than | Higher | Pro |
| 309 | immigration | greater than | Lower | Anti |
| 309 | immigration | greater than | Lower | Anti |
| 71 | immigration | greater than | Lower | Anti |
| 71 | immigration | greater than | Lower | Anti |
| 310 | immigration | less than | Lower | Pro |
| 310 | immigration | less than | Lower | Pro |
| 68 | immigration | greater than | Higher | Pro |
| 68 | immigration | greater than | Higher | Pro |
| 299 | immigration | greater than | Lower | Anti |
| 299 | immigration | greater than | Lower | Anti |
| 367 | immigration | greater than | Lower | Anti |
| 367 | immigration | greater than | Lower | Anti |
| 295 | immigration | less than | Lower | Pro |
| 295 | immigration | less than | Lower | Pro |
| 48 | immigration | less than | Higher | Anti |
| 48 | immigration | less than | Higher | Anti |
| 37 | immigration | less than | Lower | Pro |
| 37 | immigration | less than | Lower | Pro |
| 36 | immigration | greater than | Lower | Anti |
| 36 | immigration | greater than | Lower | Anti |
| 284 | immigration | greater than | Lower | Anti |
| 284 | immigration | greater than | Lower | Anti |
| 278 | immigration | less than | Lower | Pro |
| 278 | immigration | less than | Lower | Pro |
| 23 | immigration | less than | Lower | Pro |
| 23 | immigration | less than | Lower | Pro |
| 275 | immigration | less than | Higher | Anti |
| 275 | immigration | less than | Higher | Anti |
| 26 | immigration | less than | Lower | Pro |
| 26 | immigration | less than | Lower | Pro |
| 373 | immigration | less than | Lower | Pro |
| 373 | immigration | less than | Lower | Pro |
| 19 | immigration | less than | Lower | Pro |
| 19 | immigration | less than | Lower | Pro |
| 269 | immigration | less than | Lower | Pro |
| 269 | immigration | less than | Lower | Pro |
| 17 | immigration | greater than | Lower | Anti |
| 17 | immigration | greater than | Lower | Anti |
| 267 | immigration | greater than | Lower | Anti |
| 267 | immigration | greater than | Lower | Anti |
| 264 | immigration | less than | Lower | Pro |
| 264 | immigration | less than | Lower | Pro |
| 11 | immigration | less than | Higher | Anti |
| 11 | immigration | less than | Higher | Anti |
| 261 | immigration | greater than | Lower | Anti |
| 261 | immigration | greater than | Lower | Anti |
| 7 | immigration | less than | Lower | Pro |
| 7 | immigration | less than | Lower | Pro |
| 6 | immigration | greater than | Lower | Anti |
| 6 | immigration | greater than | Lower | Anti |
| 5 | immigration | greater than | Lower | Anti |
| 5 | immigration | greater than | Lower | Anti |
| 292 | immigration | less than | Higher | Anti |
| 292 | immigration | less than | Higher | Anti |
| 32 | immigration | less than | Lower | Pro |
| 32 | immigration | less than | Lower | Pro |
| 49 | immigration | greater than | Lower | Anti |
| 49 | immigration | greater than | Lower | Anti |
| 61 | immigration | greater than | Lower | Anti |
| 61 | immigration | greater than | Lower | Anti |
| 312 | immigration | less than | Higher | Anti |
| 312 | immigration | less than | Higher | Anti |
| 70 | immigration | greater than | Lower | Anti |
| 70 | immigration | greater than | Lower | Anti |
| 77 | immigration | less than | Higher | Anti |
| 77 | immigration | less than | Higher | Anti |
| 72 | immigration | greater than | Lower | Anti |
| 72 | immigration | greater than | Lower | Anti |
| 316 | immigration | less than | Lower | Pro |
| 316 | immigration | less than | Lower | Pro |
| 76 | immigration | less than | Neutral | Neutral |
| 76 | immigration | less than | Neutral | Neutral |
| 317 | immigration | less than | Neutral | Neutral |
| 317 | immigration | less than | Neutral | Neutral |
| 363 | immigration | greater than | Higher | Pro |
| 363 | immigration | greater than | Higher | Pro |
| 73 | immigration | greater than | Lower | Anti |
| 73 | immigration | greater than | Lower | Anti |
| 318 | immigration | greater than | Lower | Anti |
| 318 | immigration | greater than | Lower | Anti |
| 78 | immigration | greater than | Lower | Anti |
| 78 | immigration | greater than | Lower | Anti |
| 85 | immigration | greater than | Lower | Anti |
| 85 | immigration | greater than | Lower | Anti |
| 67 | immigration | greater than | Lower | Anti |
| 67 | immigration | greater than | Lower | Anti |
| 326 | immigration | greater than | Lower | Anti |
| 326 | immigration | greater than | Lower | Anti |
| 91 | immigration | greater than | Lower | Anti |
| 91 | immigration | greater than | Lower | Anti |
| 323 | immigration | greater than | Lower | Anti |
| 323 | immigration | greater than | Lower | Anti |
| 69 | immigration | greater than | Lower | Anti |
| 69 | immigration | greater than | Lower | Anti |
| 86 | immigration | greater than | Higher | Pro |
| 86 | immigration | greater than | Higher | Pro |
| 315 | immigration | greater than | Lower | Anti |
| 315 | immigration | greater than | Lower | Anti |
| 324 | immigration | greater than | Higher | Pro |
| 324 | immigration | greater than | Higher | Pro |
| 383 | immigration | less than | Lower | Pro |
| 383 | immigration | less than | Lower | Pro |
| 320 | immigration | less than | Lower | Pro |
| 320 | immigration | less than | Lower | Pro |
| 327 | immigration | greater than | Higher | Pro |
| 327 | immigration | greater than | Higher | Pro |
| 328 | immigration | greater than | Lower | Anti |
| 328 | immigration | greater than | Lower | Anti |
| 88 | immigration | greater than | Neutral | Neutral |
| 88 | immigration | greater than | Neutral | Neutral |
| 322 | immigration | less than | Lower | Pro |
| 322 | immigration | less than | Lower | Pro |
| 89 | immigration | less than | Lower | Pro |
| 89 | immigration | less than | Lower | Pro |
| 331 | immigration | greater than | Lower | Anti |
| 331 | immigration | greater than | Lower | Anti |
| 362 | immigration | less than | Lower | Pro |
| 362 | immigration | less than | Lower | Pro |
| 97 | immigration | greater than | Lower | Anti |
| 97 | immigration | greater than | Lower | Anti |
| 332 | immigration | greater than | Higher | Pro |
| 332 | immigration | greater than | Higher | Pro |
| 313 | immigration | less than | Lower | Pro |
| 313 | immigration | less than | Lower | Pro |
| 98 | immigration | greater than | Lower | Anti |
| 98 | immigration | greater than | Lower | Anti |
| 325 | immigration | greater than | Lower | Anti |
| 325 | immigration | greater than | Lower | Anti |
| 329 | immigration | less than | Lower | Pro |
| 329 | immigration | less than | Lower | Pro |
| 66 | immigration | less than | Lower | Pro |
| 66 | immigration | less than | Lower | Pro |
| 333 | immigration | greater than | Lower | Anti |
| 333 | immigration | greater than | Lower | Anti |
| 336 | immigration | less than | Lower | Pro |
| 336 | immigration | less than | Lower | Pro |
| 337 | immigration | less than | Lower | Pro |
| 337 | immigration | less than | Lower | Pro |
| 334 | immigration | greater than | Lower | Anti |
| 334 | immigration | greater than | Lower | Anti |
| 314 | immigration | less than | Lower | Pro |
| 314 | immigration | less than | Lower | Pro |
| 108 | immigration | less than | Neutral | Neutral |
| 108 | immigration | less than | Neutral | Neutral |
| 101 | immigration | less than | Lower | Pro |
| 101 | immigration | less than | Lower | Pro |
| 106 | immigration | less than | Lower | Pro |
| 106 | immigration | less than | Lower | Pro |
| 105 | immigration | less than | Lower | Pro |
| 105 | immigration | less than | Lower | Pro |
| 62 | immigration | greater than | Higher | Pro |
| 62 | immigration | greater than | Higher | Pro |
| 109 | immigration | greater than | Lower | Anti |
| 109 | immigration | greater than | Lower | Anti |
| 107 | immigration | greater than | Higher | Pro |
| 107 | immigration | greater than | Higher | Pro |
| 92 | immigration | greater than | Lower | Anti |
| 92 | immigration | greater than | Lower | Anti |
| 330 | immigration | less than | Lower | Pro |
| 330 | immigration | less than | Lower | Pro |
| 342 | immigration | greater than | Lower | Anti |
| 342 | immigration | greater than | Lower | Anti |
| 111 | immigration | greater than | Lower | Anti |
| 111 | immigration | greater than | Lower | Anti |
| 338 | immigration | less than | Lower | Pro |
| 338 | immigration | less than | Lower | Pro |
| 345 | immigration | greater than | Higher | Pro |
| 345 | immigration | greater than | Higher | Pro |
| 289 | immigration | less than | Higher | Anti |
| 289 | immigration | less than | Higher | Anti |
| 344 | immigration | less than | Higher | Anti |
| 344 | immigration | less than | Higher | Anti |
| 112 | immigration | less than | Lower | Pro |
| 112 | immigration | less than | Lower | Pro |
| 100 | immigration | less than | Lower | Pro |
| 100 | immigration | less than | Lower | Pro |
| 343 | immigration | greater than | Lower | Anti |
| 343 | immigration | greater than | Lower | Anti |
| 99 | immigration | less than | Lower | Pro |
| 99 | immigration | less than | Lower | Pro |
| 75 | immigration | less than | Lower | Pro |
| 75 | immigration | less than | Lower | Pro |
| 94 | immigration | greater than | Lower | Anti |
| 94 | immigration | greater than | Lower | Anti |
| 93 | immigration | less than | Lower | Pro |
| 93 | immigration | less than | Lower | Pro |
| 96 | immigration | less than | Lower | Pro |
| 96 | immigration | less than | Lower | Pro |
| 321 | immigration | less than | Lower | Pro |
| 321 | immigration | less than | Lower | Pro |
| 87 | immigration | less than | Lower | Pro |
| 87 | immigration | less than | Lower | Pro |
| 90 | immigration | less than | Lower | Pro |
| 90 | immigration | less than | Lower | Pro |
| 113 | immigration | greater than | Lower | Anti |
| 113 | immigration | greater than | Lower | Anti |
| 102 | immigration | less than | Lower | Pro |
| 102 | immigration | less than | Lower | Pro |
| 110 | immigration | greater than | Lower | Anti |
| 110 | immigration | greater than | Lower | Anti |
| 115 | immigration | greater than | Lower | Anti |
| 115 | immigration | greater than | Lower | Anti |
| 95 | immigration | greater than | Lower | Anti |
| 95 | immigration | greater than | Lower | Anti |
| 103 | immigration | less than | Lower | Pro |
| 103 | immigration | less than | Lower | Pro |
| 339 | immigration | less than | Lower | Pro |
| 339 | immigration | less than | Lower | Pro |
| 350 | immigration | greater than | Lower | Anti |
| 350 | immigration | greater than | Lower | Anti |
| 341 | immigration | less than | Lower | Pro |
| 341 | immigration | less than | Lower | Pro |
| 114 | immigration | less than | Lower | Pro |
| 114 | immigration | less than | Lower | Pro |
| 335 | immigration | less than | Lower | Pro |
| 335 | immigration | less than | Lower | Pro |
| 351 | immigration | greater than | Lower | Anti |
| 351 | immigration | greater than | Lower | Anti |
| 349 | immigration | less than | Lower | Pro |
| 349 | immigration | less than | Lower | Pro |
| 348 | immigration | less than | Lower | Pro |
| 348 | immigration | less than | Lower | Pro |
| 104 | immigration | greater than | Neutral | Neutral |
| 104 | immigration | greater than | Neutral | Neutral |
| 319 | immigration | greater than | Lower | Anti |
| 319 | immigration | greater than | Lower | Anti |
| 356 | immigration | less than | Lower | Pro |
| 356 | immigration | less than | Lower | Pro |
| 352 | immigration | greater than | Lower | Anti |
| 352 | immigration | greater than | Lower | Anti |
| 118 | immigration | less than | Lower | Pro |
| 118 | immigration | less than | Lower | Pro |
| 116 | immigration | less than | Neutral | Neutral |
| 116 | immigration | less than | Neutral | Neutral |
| 117 | immigration | less than | Lower | Pro |
| 117 | immigration | less than | Lower | Pro |
| 354 | immigration | greater than | Lower | Anti |
| 354 | immigration | greater than | Lower | Anti |
| 346 | immigration | greater than | Lower | Anti |
| 346 | immigration | greater than | Lower | Anti |
| 120 | immigration | greater than | Lower | Anti |
| 120 | immigration | greater than | Lower | Anti |
| 74 | immigration | less than | Lower | Pro |
| 74 | immigration | less than | Lower | Pro |
| 122 | immigration | greater than | Lower | Anti |
| 122 | immigration | greater than | Lower | Anti |
| 124 | immigration | less than | Higher | Anti |
| 124 | immigration | less than | Higher | Anti |
| 123 | immigration | greater than | Lower | Anti |
| 123 | immigration | greater than | Lower | Anti |
| 359 | immigration | less than | Lower | Pro |
| 359 | immigration | less than | Lower | Pro |
| 303 | immigration | less than | Higher | Anti |
| 303 | immigration | less than | Higher | Anti |
| 357 | immigration | greater than | Lower | Anti |
| 357 | immigration | greater than | Lower | Anti |
| 361 | immigration | less than | Lower | Pro |
| 361 | immigration | less than | Lower | Pro |
| 121 | immigration | less than | Lower | Pro |
| 121 | immigration | less than | Lower | Pro |
| 340 | immigration | greater than | Higher | Pro |
| 340 | immigration | greater than | Higher | Pro |
| 127 | immigration | less than | Lower | Pro |
| 127 | immigration | less than | Lower | Pro |
| 353 | immigration | greater than | Higher | Pro |
| 353 | immigration | greater than | Higher | Pro |
| 128 | immigration | greater than | Lower | Anti |
| 128 | immigration | greater than | Lower | Anti |
| 129 | immigration | greater than | Lower | Anti |
| 129 | immigration | greater than | Lower | Anti |
| 347 | immigration | less than | Lower | Pro |
| 347 | immigration | less than | Lower | Pro |
| 311 | immigration | less than | Lower | Pro |
| 311 | immigration | less than | Lower | Pro |
| 386 | immigration | less than | Lower | Pro |
| 386 | immigration | less than | Lower | Pro |
| 384 | immigration | greater than | Lower | Anti |
| 384 | immigration | greater than | Lower | Anti |
| 64 | immigration | less than | Lower | Pro |
| 64 | immigration | less than | Lower | Pro |
| 133 | immigration | less than | Lower | Pro |
| 133 | immigration | less than | Lower | Pro |
| 125 | immigration | greater than | Lower | Anti |
| 125 | immigration | greater than | Lower | Anti |
| 360 | immigration | less than | Lower | Pro |
| 360 | immigration | less than | Lower | Pro |
| 387 | immigration | less than | Lower | Pro |
| 387 | immigration | less than | Lower | Pro |
| 385 | immigration | greater than | Lower | Anti |
| 385 | immigration | greater than | Lower | Anti |
| 389 | immigration | greater than | Lower | Anti |
| 389 | immigration | greater than | Lower | Anti |
| 119 | immigration | greater than | Lower | Anti |
| 119 | immigration | greater than | Lower | Anti |
| 126 | immigration | less than | Lower | Pro |
| 126 | immigration | less than | Lower | Pro |
| 132 | immigration | less than | Lower | Pro |
| 132 | immigration | less than | Lower | Pro |
| 390 | immigration | greater than | Lower | Anti |
| 390 | immigration | greater than | Lower | Anti |
| 391 | immigration | less than | Higher | Anti |
| 391 | immigration | less than | Higher | Anti |
| 134 | immigration | greater than | Lower | Anti |
| 134 | immigration | greater than | Lower | Anti |
| 135 | immigration | greater than | Lower | Anti |
| 135 | immigration | greater than | Lower | Anti |
| 131 | immigration | greater than | Lower | Anti |
| 131 | immigration | greater than | Lower | Anti |
| 388 | immigration | less than | Lower | Pro |
| 388 | immigration | less than | Lower | Pro |
| 393 | immigration | greater than | Lower | Anti |
| 393 | immigration | greater than | Lower | Anti |
| 392 | immigration | greater than | Higher | Pro |
| 392 | immigration | greater than | Higher | Pro |
| 396 | immigration | less than | Lower | Pro |
| 396 | immigration | less than | Lower | Pro |
| 138 | immigration | greater than | Lower | Anti |
| 138 | immigration | greater than | Lower | Anti |
| 136 | immigration | greater than | Higher | Pro |
| 136 | immigration | greater than | Higher | Pro |
| 139 | immigration | less than | Higher | Anti |
| 139 | immigration | less than | Higher | Anti |
| 504 | immigration | less than | Lower | Pro |
| 504 | immigration | less than | Lower | Pro |
| 397 | immigration | greater than | Lower | Anti |
| 397 | immigration | greater than | Lower | Anti |
| 395 | immigration | greater than | Higher | Pro |
| 395 | immigration | greater than | Higher | Pro |
| 394 | immigration | greater than | Higher | Pro |
| 394 | immigration | greater than | Higher | Pro |
| 142 | immigration | less than | Lower | Pro |
| 142 | immigration | less than | Lower | Pro |
| 141 | immigration | greater than | Higher | Pro |
| 141 | immigration | greater than | Higher | Pro |
| 137 | immigration | less than | Higher | Anti |
| 137 | immigration | less than | Higher | Anti |
| 145 | immigration | greater than | Lower | Anti |
| 145 | immigration | greater than | Lower | Anti |
| 22 | immigration | less than | Lower | Pro |
| 22 | immigration | less than | Lower | Pro |
| 144 | immigration | less than | Higher | Anti |
| 144 | immigration | less than | Higher | Anti |
| 400 | immigration | greater than | Lower | Anti |
| 400 | immigration | greater than | Lower | Anti |
| 146 | immigration | greater than | Higher | Pro |
| 146 | immigration | greater than | Higher | Pro |
| 398 | immigration | less than | Higher | Anti |
| 398 | immigration | less than | Higher | Anti |
| 148 | immigration | less than | Higher | Anti |
| 148 | immigration | less than | Higher | Anti |
| 140 | immigration | greater than | Lower | Anti |
| 140 | immigration | greater than | Lower | Anti |
| 503 | immigration | greater than | Lower | Anti |
| 503 | immigration | greater than | Lower | Anti |
| 399 | immigration | less than | Lower | Pro |
| 399 | immigration | less than | Lower | Pro |
| 401 | immigration | less than | Higher | Anti |
| 401 | immigration | less than | Higher | Anti |
| 149 | immigration | greater than | Higher | Pro |
| 149 | immigration | greater than | Higher | Pro |
| 143 | immigration | less than | Lower | Pro |
| 143 | immigration | less than | Lower | Pro |
| 403 | immigration | greater than | Lower | Anti |
| 403 | immigration | greater than | Lower | Anti |
| 147 | immigration | less than | Lower | Pro |
| 147 | immigration | less than | Lower | Pro |
| 150 | immigration | greater than | Higher | Pro |
| 150 | immigration | greater than | Higher | Pro |
| 153 | immigration | greater than | Higher | Pro |
| 153 | immigration | greater than | Higher | Pro |
| 152 | immigration | greater than | Higher | Pro |
| 152 | immigration | greater than | Higher | Pro |
| 404 | immigration | less than | Higher | Anti |
| 404 | immigration | less than | Higher | Anti |
| 154 | immigration | greater than | Lower | Anti |
| 154 | immigration | greater than | Lower | Anti |
| 358 | immigration | less than | Lower | Pro |
| 358 | immigration | less than | Lower | Pro |
| 151 | immigration | less than | Lower | Pro |
| 151 | immigration | less than | Lower | Pro |
| 402 | immigration | less than | Higher | Anti |
| 402 | immigration | less than | Higher | Anti |
| 130 | immigration | greater than | Lower | Anti |
| 130 | immigration | greater than | Lower | Anti |
| 155 | immigration | less than | Lower | Pro |
| 155 | immigration | less than | Lower | Pro |
| 500 | immigration | less than | Lower | Pro |
| 500 | immigration | less than | Lower | Pro |
| 156 | immigration | greater than | Lower | Anti |
| 156 | immigration | greater than | Lower | Anti |
| 406 | immigration | less than | Lower | Pro |
| 406 | immigration | less than | Lower | Pro |
| 502 | immigration | greater than | Higher | Pro |
| 502 | immigration | greater than | Higher | Pro |
| 408 | immigration | less than | Higher | Anti |
| 408 | immigration | less than | Higher | Anti |
| 407 | immigration | greater than | Higher | Pro |
| 407 | immigration | greater than | Higher | Pro |
| 161 | immigration | greater than | Lower | Anti |
| 161 | immigration | greater than | Lower | Anti |
| 409 | immigration | greater than | Higher | Pro |
| 409 | immigration | greater than | Higher | Pro |
| 159 | immigration | greater than | Higher | Pro |
| 159 | immigration | greater than | Higher | Pro |
| 411 | immigration | greater than | Higher | Pro |
| 411 | immigration | greater than | Higher | Pro |
| 410 | immigration | less than | Lower | Pro |
| 410 | immigration | less than | Lower | Pro |
| 163 | immigration | less than | Higher | Anti |
| 163 | immigration | less than | Higher | Anti |
| 412 | immigration | greater than | Higher | Pro |
| 412 | immigration | greater than | Higher | Pro |
| 497 | immigration | less than | Higher | Anti |
| 497 | immigration | less than | Higher | Anti |
| 495 | immigration | less than | Lower | Pro |
| 495 | immigration | less than | Lower | Pro |
| 167 | immigration | greater than | Higher | Pro |
| 167 | immigration | greater than | Higher | Pro |
| 355 | immigration | less than | Lower | Pro |
| 355 | immigration | less than | Lower | Pro |
| 168 | immigration | less than | Higher | Anti |
| 168 | immigration | less than | Higher | Anti |
| 416 | immigration | greater than | Higher | Pro |
| 416 | immigration | greater than | Higher | Pro |
| 415 | immigration | less than | Lower | Pro |
| 415 | immigration | less than | Lower | Pro |
| 170 | immigration | less than | Neutral | Neutral |
| 170 | immigration | less than | Neutral | Neutral |
| 417 | immigration | greater than | Lower | Anti |
| 417 | immigration | greater than | Lower | Anti |
| 493 | immigration | greater than | Higher | Pro |
| 493 | immigration | greater than | Higher | Pro |
| 171 | immigration | less than | Higher | Anti |
| 171 | immigration | less than | Higher | Anti |
| 419 | immigration | greater than | Higher | Pro |
| 419 | immigration | greater than | Higher | Pro |
| 420 | immigration | greater than | Higher | Pro |
| 420 | immigration | greater than | Higher | Pro |
| 173 | immigration | greater than | Higher | Pro |
| 173 | immigration | greater than | Higher | Pro |
| 172 | immigration | less than | Higher | Anti |
| 172 | immigration | less than | Higher | Anti |
| 421 | immigration | less than | Higher | Anti |
| 421 | immigration | less than | Higher | Anti |
| 418 | immigration | greater than | Higher | Pro |
| 418 | immigration | greater than | Higher | Pro |
| 176 | immigration | less than | Higher | Anti |
| 176 | immigration | less than | Higher | Anti |
| 175 | immigration | greater than | Lower | Anti |
| 175 | immigration | greater than | Lower | Anti |
| 423 | immigration | greater than | Higher | Pro |
| 423 | immigration | greater than | Higher | Pro |
| 177 | immigration | greater than | Neutral | Neutral |
| 177 | immigration | greater than | Neutral | Neutral |
| 424 | immigration | greater than | Higher | Pro |
| 424 | immigration | greater than | Higher | Pro |
| 422 | immigration | greater than | Lower | Anti |
| 422 | immigration | greater than | Lower | Anti |
| 426 | immigration | greater than | Higher | Pro |
| 426 | immigration | greater than | Higher | Pro |
| 178 | immigration | greater than | Higher | Pro |
| 178 | immigration | greater than | Higher | Pro |
| 425 | immigration | greater than | Higher | Pro |
| 425 | immigration | greater than | Higher | Pro |
| 180 | immigration | greater than | Higher | Pro |
| 180 | immigration | greater than | Higher | Pro |
| 174 | immigration | less than | Higher | Anti |
| 174 | immigration | less than | Higher | Anti |
| 181 | immigration | less than | Higher | Anti |
| 181 | immigration | less than | Higher | Anti |
| 430 | immigration | greater than | Higher | Pro |
| 430 | immigration | greater than | Higher | Pro |
| 183 | immigration | less than | Higher | Anti |
| 183 | immigration | less than | Higher | Anti |
| 184 | immigration | greater than | Higher | Pro |
| 184 | immigration | greater than | Higher | Pro |
| 432 | immigration | less than | Higher | Anti |
| 432 | immigration | less than | Higher | Anti |
| 491 | immigration | less than | Higher | Anti |
| 491 | immigration | less than | Higher | Anti |
| 188 | immigration | greater than | Higher | Pro |
| 188 | immigration | greater than | Higher | Pro |
| 189 | immigration | greater than | Higher | Pro |
| 189 | immigration | greater than | Higher | Pro |
| 433 | immigration | greater than | Higher | Pro |
| 433 | immigration | greater than | Higher | Pro |
| 191 | immigration | greater than | Higher | Pro |
| 191 | immigration | greater than | Higher | Pro |
| 435 | immigration | less than | Higher | Anti |
| 435 | immigration | less than | Higher | Anti |
| 192 | immigration | greater than | Higher | Pro |
| 192 | immigration | greater than | Higher | Pro |
| 193 | immigration | less than | Lower | Pro |
| 193 | immigration | less than | Lower | Pro |
| 489 | immigration | greater than | Higher | Pro |
| 489 | immigration | greater than | Higher | Pro |
| 485 | immigration | less than | Higher | Anti |
| 485 | immigration | less than | Higher | Anti |
| 199 | immigration | less than | Higher | Anti |
| 199 | immigration | less than | Higher | Anti |
| 436 | immigration | less than | Higher | Anti |
| 436 | immigration | less than | Higher | Anti |
| 200 | immigration | greater than | Higher | Pro |
| 200 | immigration | greater than | Higher | Pro |
| 201 | immigration | less than | Higher | Anti |
| 201 | immigration | less than | Higher | Anti |
| 439 | immigration | greater than | Higher | Pro |
| 439 | immigration | greater than | Higher | Pro |
| 440 | immigration | greater than | Higher | Pro |
| 440 | immigration | greater than | Higher | Pro |
| 203 | immigration | greater than | Higher | Pro |
| 203 | immigration | greater than | Higher | Pro |
| 441 | immigration | greater than | Higher | Pro |
| 441 | immigration | greater than | Higher | Pro |
| 204 | immigration | greater than | Higher | Pro |
| 204 | immigration | greater than | Higher | Pro |
| 483 | immigration | greater than | Higher | Pro |
| 483 | immigration | greater than | Higher | Pro |
| 482 | immigration | greater than | Higher | Pro |
| 482 | immigration | greater than | Higher | Pro |
| 206 | immigration | greater than | Higher | Pro |
| 206 | immigration | greater than | Higher | Pro |
| 481 | immigration | less than | Neutral | Neutral |
| 481 | immigration | less than | Neutral | Neutral |
| 442 | immigration | greater than | Higher | Pro |
| 442 | immigration | greater than | Higher | Pro |
| 208 | immigration | greater than | Higher | Pro |
| 208 | immigration | greater than | Higher | Pro |
| 209 | immigration | greater than | Higher | Pro |
| 209 | immigration | greater than | Higher | Pro |
| 443 | immigration | less than | Higher | Anti |
| 443 | immigration | less than | Higher | Anti |
| 210 | immigration | less than | Lower | Pro |
| 210 | immigration | less than | Lower | Pro |
| 444 | immigration | less than | Higher | Anti |
| 444 | immigration | less than | Higher | Anti |
| 211 | immigration | less than | Higher | Anti |
| 211 | immigration | less than | Higher | Anti |
| 212 | immigration | greater than | Higher | Pro |
| 212 | immigration | greater than | Higher | Pro |
| 445 | immigration | less than | Neutral | Neutral |
| 445 | immigration | less than | Neutral | Neutral |
| 446 | immigration | greater than | Higher | Pro |
| 446 | immigration | greater than | Higher | Pro |
| 213 | immigration | greater than | Higher | Pro |
| 213 | immigration | greater than | Higher | Pro |
| 214 | immigration | less than | Neutral | Neutral |
| 214 | immigration | less than | Neutral | Neutral |
| 480 | immigration | less than | Higher | Anti |
| 480 | immigration | less than | Higher | Anti |
| 215 | immigration | less than | Higher | Anti |
| 215 | immigration | less than | Higher | Anti |
| 447 | immigration | greater than | Higher | Pro |
| 447 | immigration | greater than | Higher | Pro |
| 217 | immigration | less than | Higher | Anti |
| 217 | immigration | less than | Higher | Anti |
| 218 | immigration | less than | Higher | Anti |
| 218 | immigration | less than | Higher | Anti |
| 220 | immigration | less than | Higher | Anti |
| 220 | immigration | less than | Higher | Anti |
| 453 | immigration | greater than | Higher | Pro |
| 453 | immigration | greater than | Higher | Pro |
| 221 | immigration | less than | Neutral | Neutral |
| 221 | immigration | less than | Neutral | Neutral |
| 479 | immigration | greater than | Higher | Pro |
| 479 | immigration | greater than | Higher | Pro |
| 223 | immigration | greater than | Higher | Pro |
| 223 | immigration | greater than | Higher | Pro |
| 224 | immigration | less than | Higher | Anti |
| 224 | immigration | less than | Higher | Anti |
| 225 | immigration | less than | Higher | Anti |
| 225 | immigration | less than | Higher | Anti |
| 455 | immigration | greater than | Lower | Anti |
| 455 | immigration | greater than | Lower | Anti |
| 456 | immigration | less than | Higher | Anti |
| 456 | immigration | less than | Higher | Anti |
| 228 | immigration | greater than | Higher | Pro |
| 228 | immigration | greater than | Higher | Pro |
| 229 | immigration | less than | Higher | Anti |
| 229 | immigration | less than | Higher | Anti |
| 458 | immigration | greater than | Higher | Pro |
| 458 | immigration | greater than | Higher | Pro |
| 230 | immigration | greater than | Higher | Pro |
| 230 | immigration | greater than | Higher | Pro |
| 231 | immigration | greater than | Higher | Pro |
| 231 | immigration | greater than | Higher | Pro |
| 459 | immigration | less than | Higher | Anti |
| 459 | immigration | less than | Higher | Anti |
| 460 | immigration | greater than | Higher | Pro |
| 460 | immigration | greater than | Higher | Pro |
| 235 | immigration | greater than | Higher | Pro |
| 235 | immigration | greater than | Higher | Pro |
| 462 | immigration | greater than | Higher | Pro |
| 462 | immigration | greater than | Higher | Pro |
| 236 | immigration | less than | Lower | Pro |
| 236 | immigration | less than | Lower | Pro |
| 238 | immigration | less than | Neutral | Neutral |
| 238 | immigration | less than | Neutral | Neutral |
| 463 | immigration | greater than | Higher | Pro |
| 463 | immigration | greater than | Higher | Pro |
| 239 | immigration | less than | Higher | Anti |
| 239 | immigration | less than | Higher | Anti |
| 464 | immigration | less than | Higher | Anti |
| 464 | immigration | less than | Higher | Anti |
| 465 | immigration | greater than | Higher | Pro |
| 465 | immigration | greater than | Higher | Pro |
| 240 | immigration | less than | Higher | Anti |
| 240 | immigration | less than | Higher | Anti |
| 466 | immigration | less than | Higher | Anti |
| 466 | immigration | less than | Higher | Anti |
| 241 | immigration | greater than | Higher | Pro |
| 241 | immigration | greater than | Higher | Pro |
| 467 | immigration | less than | Higher | Anti |
| 467 | immigration | less than | Higher | Anti |
| 468 | immigration | greater than | Lower | Anti |
| 468 | immigration | greater than | Lower | Anti |
| 242 | immigration | greater than | Higher | Pro |
| 242 | immigration | greater than | Higher | Pro |
| 243 | immigration | greater than | Lower | Anti |
| 243 | immigration | greater than | Lower | Anti |
| 469 | immigration | greater than | Higher | Pro |
| 469 | immigration | greater than | Higher | Pro |
| 244 | immigration | less than | Lower | Pro |
| 244 | immigration | less than | Lower | Pro |
| 475 | immigration | less than | Neutral | Neutral |
| 475 | immigration | less than | Neutral | Neutral |
| 246 | immigration | less than | Neutral | Neutral |
| 246 | immigration | less than | Neutral | Neutral |
| 245 | immigration | less than | Higher | Anti |
| 245 | immigration | less than | Higher | Anti |
| 470 | immigration | less than | Lower | Pro |
| 470 | immigration | less than | Lower | Pro |
| 247 | immigration | less than | Higher | Anti |
| 247 | immigration | less than | Higher | Anti |
| 474 | immigration | greater than | Lower | Anti |
| 474 | immigration | greater than | Lower | Anti |
| 249 | immigration | greater than | Lower | Anti |
| 249 | immigration | greater than | Lower | Anti |
| 471 | immigration | greater than | Higher | Pro |
| 471 | immigration | greater than | Higher | Pro |
| 472 | immigration | less than | Lower | Pro |
| 472 | immigration | less than | Lower | Pro |
| 473 | immigration | less than | Lower | Pro |
| 473 | immigration | less than | Lower | Pro |
| 251 | immigration | less than | Higher | Anti |
| 251 | immigration | less than | Higher | Anti |
| 250 | immigration | less than | Neutral | Neutral |
| 250 | immigration | less than | Neutral | Neutral |
| 248 | immigration | greater than | Higher | Pro |
| 248 | immigration | greater than | Higher | Pro |
| 476 | immigration | less than | Neutral | Neutral |
| 476 | immigration | less than | Neutral | Neutral |
| 237 | immigration | less than | Neutral | Neutral |
| 237 | immigration | less than | Neutral | Neutral |
| 461 | immigration | less than | Higher | Anti |
| 461 | immigration | less than | Higher | Anti |
| 234 | immigration | greater than | Higher | Pro |
| 234 | immigration | greater than | Higher | Pro |
| 233 | immigration | less than | Higher | Anti |
| 233 | immigration | less than | Higher | Anti |
| 477 | immigration | less than | Higher | Anti |
| 477 | immigration | less than | Higher | Anti |
| 232 | immigration | greater than | Higher | Pro |
| 232 | immigration | greater than | Higher | Pro |
| 478 | immigration | greater than | Higher | Pro |
| 478 | immigration | greater than | Higher | Pro |
| 457 | immigration | less than | Higher | Anti |
| 457 | immigration | less than | Higher | Anti |
| 227 | immigration | greater than | Higher | Pro |
| 227 | immigration | greater than | Higher | Pro |
| 226 | immigration | greater than | Higher | Pro |
| 226 | immigration | greater than | Higher | Pro |
| 454 | immigration | greater than | Higher | Pro |
| 454 | immigration | greater than | Higher | Pro |
| 222 | immigration | less than | Higher | Anti |
| 222 | immigration | less than | Higher | Anti |
| 452 | immigration | less than | Higher | Anti |
| 452 | immigration | less than | Higher | Anti |
| 451 | immigration | greater than | Higher | Pro |
| 451 | immigration | greater than | Higher | Pro |
| 450 | immigration | greater than | Higher | Pro |
| 450 | immigration | greater than | Higher | Pro |
| 219 | immigration | less than | Higher | Anti |
| 219 | immigration | less than | Higher | Anti |
| 449 | immigration | less than | Higher | Anti |
| 449 | immigration | less than | Higher | Anti |
| 448 | immigration | greater than | Higher | Pro |
| 448 | immigration | greater than | Higher | Pro |
| 216 | immigration | less than | Lower | Pro |
| 216 | immigration | less than | Lower | Pro |
| 207 | immigration | less than | Higher | Anti |
| 207 | immigration | less than | Higher | Anti |
| 205 | immigration | greater than | Higher | Pro |
| 205 | immigration | greater than | Higher | Pro |
| 202 | immigration | less than | Higher | Anti |
| 202 | immigration | less than | Higher | Anti |
| 484 | immigration | less than | Higher | Anti |
| 484 | immigration | less than | Higher | Anti |
| 438 | immigration | less than | Higher | Anti |
| 438 | immigration | less than | Higher | Anti |
| 437 | immigration | less than | Higher | Anti |
| 437 | immigration | less than | Higher | Anti |
| 198 | immigration | less than | Neutral | Neutral |
| 198 | immigration | less than | Neutral | Neutral |
| 197 | immigration | less than | Higher | Anti |
| 197 | immigration | less than | Higher | Anti |
| 486 | immigration | greater than | Higher | Pro |
| 486 | immigration | greater than | Higher | Pro |
| 487 | immigration | greater than | Higher | Pro |
| 487 | immigration | greater than | Higher | Pro |
| 196 | immigration | greater than | Higher | Pro |
| 196 | immigration | greater than | Higher | Pro |
| 195 | immigration | greater than | Higher | Pro |
| 195 | immigration | greater than | Higher | Pro |
| 488 | immigration | less than | Higher | Anti |
| 488 | immigration | less than | Higher | Anti |
| 194 | immigration | less than | Higher | Anti |
| 194 | immigration | less than | Higher | Anti |
| 490 | immigration | less than | Higher | Anti |
| 490 | immigration | less than | Higher | Anti |
| 434 | immigration | less than | Higher | Anti |
| 434 | immigration | less than | Higher | Anti |
| 190 | immigration | less than | Higher | Anti |
| 190 | immigration | less than | Higher | Anti |
| 187 | immigration | less than | Higher | Anti |
| 187 | immigration | less than | Higher | Anti |
| 186 | immigration | greater than | Higher | Pro |
| 186 | immigration | greater than | Higher | Pro |
| 185 | immigration | less than | Higher | Anti |
| 185 | immigration | less than | Higher | Anti |
| 492 | immigration | less than | Higher | Anti |
| 492 | immigration | less than | Higher | Anti |
| 182 | immigration | less than | Higher | Anti |
| 182 | immigration | less than | Higher | Anti |
| 429 | immigration | greater than | Higher | Pro |
| 429 | immigration | greater than | Higher | Pro |
| 428 | immigration | greater than | Higher | Pro |
| 428 | immigration | greater than | Higher | Pro |
| 427 | immigration | greater than | Higher | Pro |
| 427 | immigration | greater than | Higher | Pro |
| 179 | immigration | greater than | Lower | Anti |
| 179 | immigration | greater than | Lower | Anti |
| 169 | immigration | greater than | Higher | Pro |
| 169 | immigration | greater than | Higher | Pro |
| 494 | immigration | less than | Lower | Pro |
| 494 | immigration | less than | Lower | Pro |
| 414 | immigration | less than | Higher | Anti |
| 414 | immigration | less than | Higher | Anti |
| 496 | immigration | less than | Higher | Anti |
| 496 | immigration | less than | Higher | Anti |
| 166 | immigration | greater than | Higher | Pro |
| 166 | immigration | greater than | Higher | Pro |
| 164 | immigration | less than | Higher | Anti |
| 164 | immigration | less than | Higher | Anti |
| 413 | immigration | greater than | Lower | Anti |
| 413 | immigration | greater than | Lower | Anti |
| 165 | immigration | less than | Lower | Pro |
| 165 | immigration | less than | Lower | Pro |
| 499 | immigration | less than | Neutral | Neutral |
| 499 | immigration | less than | Neutral | Neutral |
| 162 | immigration | less than | Lower | Pro |
| 162 | immigration | less than | Lower | Pro |
| 157 | immigration | greater than | Lower | Anti |
| 157 | immigration | greater than | Lower | Anti |
| 498 | immigration | greater than | Higher | Pro |
| 498 | immigration | greater than | Higher | Pro |
| 160 | immigration | greater than | Higher | Pro |
| 160 | immigration | greater than | Higher | Pro |
| 158 | immigration | less than | Lower | Pro |
| 158 | immigration | less than | Lower | Pro |
| 501 | immigration | less than | Higher | Anti |
| 501 | immigration | less than | Higher | Anti |
| 405 | immigration | greater than | Higher | Pro |
| 405 | immigration | greater than | Higher | Pro |
| 431 | immigration | less than | Higher | Anti |
| 431 | immigration | less than | Higher | Anti |
data_mot %>%
select(ideo_motive) %>%
datasummary_skim(., type = "categorical")| ideo_motive | N | % |
|---|---|---|
| Anti | 5144 | 47.8 |
| Neutral | 398 | 3.7 |
| Pro | 5220 | 48.5 |
Quick mean check for this one
data_mot %>%
group_by(question_topic, ideo_motive) %>%
filter(Screen != "Question") %>%
summarize(mean_response = mean(as.numeric(response), na.rm = TRUE)) %>%
tt()`summarise()` has grouped output by 'question_topic'. You can override using the
`.groups` argument.
| question_topic | ideo_motive | mean_response |
|---|---|---|
| adoption | Anti | 48.3 |
| adoption | Neutral | 57.1 |
| adoption | Pro | 56.3 |
| brain | Anti | 54.3 |
| brain | Neutral | 53.4 |
| brain | Pro | 57.7 |
| cats | Anti | 60.7 |
| cats | Neutral | 65.7 |
| cats | Pro | 58.2 |
| climate | Anti | 51.6 |
| climate | Neutral | 58.1 |
| climate | Pro | 57.1 |
| discrimination | Anti | 47.4 |
| discrimination | Neutral | 51.9 |
| discrimination | Pro | 58.2 |
| fakenews_performance | Anti | 51.2 |
| fakenews_performance | Pro | 56.5 |
| gender | Anti | 53.3 |
| gender | Neutral | 48.0 |
| gender | Pro | 52.8 |
| gonogo_performance | Anti | 50.0 |
| gonogo_performance | Pro | 58.3 |
| immigration | Anti | 48.1 |
| immigration | Neutral | 59.0 |
| immigration | Pro | 61.3 |
| punishment | Anti | 51.9 |
| punishment | Neutral | 52.7 |
| punishment | Pro | 53.6 |
| teaculture | Anti | 55.4 |
| teaculture | Neutral | 62.0 |
| teaculture | Pro | 51.5 |
And now also create a table for news_source x ideo_motive
datasummary_crosstab(ideo_motive ~ news_source, data = data_mot)| ideo_motive | Fake | True | All | |
|---|---|---|---|---|
| Anti | N | 2450 | 2686 | 5144 |
| % row | 47.6 | 52.2 | 100.0 | |
| Neutral | N | 194 | 204 | 398 |
| % row | 48.7 | 51.3 | 100.0 | |
| Pro | N | 2686 | 2516 | 5220 |
| % row | 51.5 | 48.2 | 100.0 | |
| All | N | 5334 | 5410 | 10770 |
| % row | 49.5 | 50.2 | 100.0 |
Add ideo_motive_strength
Note to my future self: You will find that ideo_strength is not NA for the neutral topics. This is based on the way you joined the dfs and NOT an issue. The code below ensures that ideo_motive_strength is NA whenever ideo_motive is NA.
data_mot <- data_mot %>%
mutate(ideo_motive_strength = case_when(
is.na(ideo_motive) ~ NA_character_,
ideo_motive == "Anti" & ideo_strength == 3 ~ "Anti-strong",
ideo_motive == "Anti" & ideo_strength == 2 ~ "Anti-moderate",
ideo_motive == "Anti" & ideo_strength == 1 ~ "Anti-weak",
ideo_motive == "Pro" & ideo_strength == 3 ~ "Pro-strong",
ideo_motive == "Pro" & ideo_strength == 2 ~ "Pro-moderate",
ideo_motive == "Pro" & ideo_strength == 1 ~ "Pro-weak",
ideo_motive == "Neutral" ~ "Neutral",
TRUE ~ NA_character_
))And check if it all worked as intended:
data_mot %>%
filter(question_topic == "climate") %>%
select(subj_idx, question_topic, message,
ideo_motive, ideo_strength, ideo_motive_strength) %>%
tt(theme = "striped")| subj_idx | question_topic | message | ideo_motive | ideo_strength | ideo_motive_strength |
|---|---|---|---|---|---|
| 252 | climate | less than | Anti | 2 | Anti-moderate |
| 252 | climate | less than | Anti | 2 | Anti-moderate |
| 382 | climate | less than | Anti | 2 | Anti-moderate |
| 382 | climate | less than | Anti | 2 | Anti-moderate |
| 1 | climate | greater than | Anti | 2 | Anti-moderate |
| 1 | climate | greater than | Anti | 2 | Anti-moderate |
| 253 | climate | less than | Anti | 2 | Anti-moderate |
| 253 | climate | less than | Anti | 2 | Anti-moderate |
| 2 | climate | less than | Pro | 2 | Pro-moderate |
| 2 | climate | less than | Pro | 2 | Pro-moderate |
| 3 | climate | less than | Anti | 1 | Anti-weak |
| 3 | climate | less than | Anti | 1 | Anti-weak |
| 254 | climate | greater than | Anti | 2 | Anti-moderate |
| 254 | climate | greater than | Anti | 2 | Anti-moderate |
| 255 | climate | greater than | Anti | 2 | Anti-moderate |
| 255 | climate | greater than | Anti | 2 | Anti-moderate |
| 256 | climate | greater than | Pro | 1 | Pro-weak |
| 256 | climate | greater than | Pro | 1 | Pro-weak |
| 4 | climate | greater than | Pro | 2 | Pro-moderate |
| 4 | climate | greater than | Pro | 2 | Pro-moderate |
| 257 | climate | less than | Anti | 2 | Anti-moderate |
| 257 | climate | less than | Anti | 2 | Anti-moderate |
| 258 | climate | less than | Neutral | NA | Neutral |
| 258 | climate | less than | Neutral | NA | Neutral |
| 259 | climate | greater than | Pro | 2 | Pro-moderate |
| 259 | climate | greater than | Pro | 2 | Pro-moderate |
| 260 | climate | less than | Anti | 2 | Anti-moderate |
| 260 | climate | less than | Anti | 2 | Anti-moderate |
| 381 | climate | less than | Pro | 1 | Pro-weak |
| 381 | climate | less than | Pro | 1 | Pro-weak |
| 8 | climate | greater than | Pro | 3 | Pro-strong |
| 8 | climate | greater than | Pro | 3 | Pro-strong |
| 9 | climate | less than | Anti | 2 | Anti-moderate |
| 9 | climate | less than | Anti | 2 | Anti-moderate |
| 10 | climate | greater than | Pro | 2 | Pro-moderate |
| 10 | climate | greater than | Pro | 2 | Pro-moderate |
| 262 | climate | greater than | Pro | 1 | Pro-weak |
| 262 | climate | greater than | Pro | 1 | Pro-weak |
| 263 | climate | less than | Anti | 1 | Anti-weak |
| 263 | climate | less than | Anti | 1 | Anti-weak |
| 14 | climate | greater than | Anti | 1 | Anti-weak |
| 14 | climate | greater than | Anti | 1 | Anti-weak |
| 84 | climate | greater than | Pro | 2 | Pro-moderate |
| 84 | climate | greater than | Pro | 2 | Pro-moderate |
| 12 | climate | greater than | Anti | 3 | Anti-strong |
| 12 | climate | greater than | Anti | 3 | Anti-strong |
| 15 | climate | greater than | Pro | 2 | Pro-moderate |
| 15 | climate | greater than | Pro | 2 | Pro-moderate |
| 380 | climate | greater than | Pro | 2 | Pro-moderate |
| 380 | climate | greater than | Pro | 2 | Pro-moderate |
| 13 | climate | less than | Anti | 1 | Anti-weak |
| 13 | climate | less than | Anti | 1 | Anti-weak |
| 266 | climate | greater than | Anti | 1 | Anti-weak |
| 266 | climate | greater than | Anti | 1 | Anti-weak |
| 16 | climate | greater than | Pro | 2 | Pro-moderate |
| 16 | climate | greater than | Pro | 2 | Pro-moderate |
| 265 | climate | greater than | Pro | 3 | Pro-strong |
| 265 | climate | greater than | Pro | 3 | Pro-strong |
| 268 | climate | less than | Anti | 2 | Anti-moderate |
| 268 | climate | less than | Anti | 2 | Anti-moderate |
| 20 | climate | less than | Anti | 1 | Anti-weak |
| 20 | climate | less than | Anti | 1 | Anti-weak |
| 379 | climate | greater than | Pro | 1 | Pro-weak |
| 379 | climate | greater than | Pro | 1 | Pro-weak |
| 82 | climate | less than | Pro | 1 | Pro-weak |
| 82 | climate | less than | Pro | 1 | Pro-weak |
| 18 | climate | greater than | Pro | 1 | Pro-weak |
| 18 | climate | greater than | Pro | 1 | Pro-weak |
| 378 | climate | less than | Anti | 3 | Anti-strong |
| 378 | climate | less than | Anti | 3 | Anti-strong |
| 271 | climate | less than | Anti | 2 | Anti-moderate |
| 271 | climate | less than | Anti | 2 | Anti-moderate |
| 83 | climate | greater than | Neutral | NA | Neutral |
| 83 | climate | greater than | Neutral | NA | Neutral |
| 21 | climate | less than | Anti | 1 | Anti-weak |
| 21 | climate | less than | Anti | 1 | Anti-weak |
| 377 | climate | greater than | Anti | 2 | Anti-moderate |
| 377 | climate | greater than | Anti | 2 | Anti-moderate |
| 376 | climate | less than | Anti | 1 | Anti-weak |
| 376 | climate | less than | Anti | 1 | Anti-weak |
| 374 | climate | greater than | Pro | 2 | Pro-moderate |
| 374 | climate | greater than | Pro | 2 | Pro-moderate |
| 273 | climate | greater than | Pro | 1 | Pro-weak |
| 273 | climate | greater than | Pro | 1 | Pro-weak |
| 80 | climate | less than | Anti | 2 | Anti-moderate |
| 80 | climate | less than | Anti | 2 | Anti-moderate |
| 81 | climate | less than | Anti | 1 | Anti-weak |
| 81 | climate | less than | Anti | 1 | Anti-weak |
| 24 | climate | greater than | Pro | 1 | Pro-weak |
| 24 | climate | greater than | Pro | 1 | Pro-weak |
| 375 | climate | greater than | Pro | 2 | Pro-moderate |
| 375 | climate | greater than | Pro | 2 | Pro-moderate |
| 25 | climate | greater than | Pro | 2 | Pro-moderate |
| 25 | climate | greater than | Pro | 2 | Pro-moderate |
| 274 | climate | greater than | Pro | 1 | Pro-weak |
| 274 | climate | greater than | Pro | 1 | Pro-weak |
| 27 | climate | less than | Pro | 2 | Pro-moderate |
| 27 | climate | less than | Pro | 2 | Pro-moderate |
| 276 | climate | less than | Anti | 2 | Anti-moderate |
| 276 | climate | less than | Anti | 2 | Anti-moderate |
| 29 | climate | greater than | Pro | 2 | Pro-moderate |
| 29 | climate | greater than | Pro | 2 | Pro-moderate |
| 28 | climate | less than | Pro | 1 | Pro-weak |
| 28 | climate | less than | Pro | 1 | Pro-weak |
| 372 | climate | less than | Anti | 3 | Anti-strong |
| 372 | climate | less than | Anti | 3 | Anti-strong |
| 277 | climate | greater than | Pro | 1 | Pro-weak |
| 277 | climate | greater than | Pro | 1 | Pro-weak |
| 279 | climate | less than | Anti | 2 | Anti-moderate |
| 279 | climate | less than | Anti | 2 | Anti-moderate |
| 31 | climate | less than | Anti | 1 | Anti-weak |
| 31 | climate | less than | Anti | 1 | Anti-weak |
| 30 | climate | less than | Anti | 2 | Anti-moderate |
| 30 | climate | less than | Anti | 2 | Anti-moderate |
| 281 | climate | greater than | Pro | 2 | Pro-moderate |
| 281 | climate | greater than | Pro | 2 | Pro-moderate |
| 35 | climate | less than | Anti | 1 | Anti-weak |
| 35 | climate | less than | Anti | 1 | Anti-weak |
| 34 | climate | greater than | Neutral | NA | Neutral |
| 34 | climate | greater than | Neutral | NA | Neutral |
| 282 | climate | less than | Anti | 2 | Anti-moderate |
| 282 | climate | less than | Anti | 2 | Anti-moderate |
| 371 | climate | greater than | Pro | 2 | Pro-moderate |
| 371 | climate | greater than | Pro | 2 | Pro-moderate |
| 33 | climate | greater than | Pro | 2 | Pro-moderate |
| 33 | climate | greater than | Pro | 2 | Pro-moderate |
| 369 | climate | greater than | Pro | 2 | Pro-moderate |
| 369 | climate | greater than | Pro | 2 | Pro-moderate |
| 40 | climate | less than | Anti | 2 | Anti-moderate |
| 40 | climate | less than | Anti | 2 | Anti-moderate |
| 272 | climate | less than | Pro | 2 | Pro-moderate |
| 272 | climate | less than | Pro | 2 | Pro-moderate |
| 283 | climate | less than | Anti | 2 | Anti-moderate |
| 283 | climate | less than | Anti | 2 | Anti-moderate |
| 286 | climate | less than | Anti | 2 | Anti-moderate |
| 286 | climate | less than | Anti | 2 | Anti-moderate |
| 42 | climate | greater than | Pro | 2 | Pro-moderate |
| 42 | climate | greater than | Pro | 2 | Pro-moderate |
| 370 | climate | less than | Anti | 2 | Anti-moderate |
| 370 | climate | less than | Anti | 2 | Anti-moderate |
| 287 | climate | greater than | Anti | 1 | Anti-weak |
| 287 | climate | greater than | Anti | 1 | Anti-weak |
| 41 | climate | greater than | Pro | 2 | Pro-moderate |
| 41 | climate | greater than | Pro | 2 | Pro-moderate |
| 285 | climate | less than | Anti | 2 | Anti-moderate |
| 285 | climate | less than | Anti | 2 | Anti-moderate |
| 368 | climate | less than | Anti | 2 | Anti-moderate |
| 368 | climate | less than | Anti | 2 | Anti-moderate |
| 288 | climate | greater than | Pro | 2 | Pro-moderate |
| 288 | climate | greater than | Pro | 2 | Pro-moderate |
| 39 | climate | greater than | Pro | 2 | Pro-moderate |
| 39 | climate | greater than | Pro | 2 | Pro-moderate |
| 38 | climate | greater than | Anti | 2 | Anti-moderate |
| 38 | climate | greater than | Anti | 2 | Anti-moderate |
| 290 | climate | less than | Anti | 2 | Anti-moderate |
| 290 | climate | less than | Anti | 2 | Anti-moderate |
| 44 | climate | greater than | Pro | 2 | Pro-moderate |
| 44 | climate | greater than | Pro | 2 | Pro-moderate |
| 45 | climate | less than | Pro | 1 | Pro-weak |
| 45 | climate | less than | Pro | 1 | Pro-weak |
| 291 | climate | less than | Anti | 1 | Anti-weak |
| 291 | climate | less than | Anti | 1 | Anti-weak |
| 293 | climate | less than | Anti | 3 | Anti-strong |
| 293 | climate | less than | Anti | 3 | Anti-strong |
| 47 | climate | greater than | Anti | 2 | Anti-moderate |
| 47 | climate | greater than | Anti | 2 | Anti-moderate |
| 79 | climate | greater than | Anti | 1 | Anti-weak |
| 79 | climate | greater than | Anti | 1 | Anti-weak |
| 46 | climate | less than | Anti | 1 | Anti-weak |
| 46 | climate | less than | Anti | 1 | Anti-weak |
| 50 | climate | less than | Anti | 2 | Anti-moderate |
| 50 | climate | less than | Anti | 2 | Anti-moderate |
| 298 | climate | greater than | Anti | 1 | Anti-weak |
| 298 | climate | greater than | Anti | 1 | Anti-weak |
| 43 | climate | greater than | Pro | 2 | Pro-moderate |
| 43 | climate | greater than | Pro | 2 | Pro-moderate |
| 294 | climate | less than | Anti | 2 | Anti-moderate |
| 294 | climate | less than | Anti | 2 | Anti-moderate |
| 296 | climate | greater than | Pro | 1 | Pro-weak |
| 296 | climate | greater than | Pro | 1 | Pro-weak |
| 297 | climate | less than | Anti | 1 | Anti-weak |
| 297 | climate | less than | Anti | 1 | Anti-weak |
| 52 | climate | greater than | Anti | 2 | Anti-moderate |
| 52 | climate | greater than | Anti | 2 | Anti-moderate |
| 366 | climate | greater than | Anti | 2 | Anti-moderate |
| 366 | climate | greater than | Anti | 2 | Anti-moderate |
| 56 | climate | greater than | Anti | 2 | Anti-moderate |
| 56 | climate | greater than | Anti | 2 | Anti-moderate |
| 365 | climate | less than | Anti | 2 | Anti-moderate |
| 365 | climate | less than | Anti | 2 | Anti-moderate |
| 63 | climate | less than | Anti | 2 | Anti-moderate |
| 63 | climate | less than | Anti | 2 | Anti-moderate |
| 304 | climate | less than | Pro | 1 | Pro-weak |
| 304 | climate | less than | Pro | 1 | Pro-weak |
| 58 | climate | less than | Anti | 2 | Anti-moderate |
| 58 | climate | less than | Anti | 2 | Anti-moderate |
| 306 | climate | less than | Anti | 1 | Anti-weak |
| 306 | climate | less than | Anti | 1 | Anti-weak |
| 51 | climate | greater than | Pro | 2 | Pro-moderate |
| 51 | climate | greater than | Pro | 2 | Pro-moderate |
| 302 | climate | greater than | Pro | 2 | Pro-moderate |
| 302 | climate | greater than | Pro | 2 | Pro-moderate |
| 54 | climate | greater than | Pro | 3 | Pro-strong |
| 54 | climate | greater than | Pro | 3 | Pro-strong |
| 57 | climate | greater than | Pro | 2 | Pro-moderate |
| 57 | climate | greater than | Pro | 2 | Pro-moderate |
| 60 | climate | less than | Anti | 2 | Anti-moderate |
| 60 | climate | less than | Anti | 2 | Anti-moderate |
| 364 | climate | greater than | Pro | 3 | Pro-strong |
| 364 | climate | greater than | Pro | 3 | Pro-strong |
| 53 | climate | greater than | Pro | 2 | Pro-moderate |
| 53 | climate | greater than | Pro | 2 | Pro-moderate |
| 280 | climate | greater than | Anti | 1 | Anti-weak |
| 280 | climate | greater than | Anti | 1 | Anti-weak |
| 301 | climate | greater than | Pro | 2 | Pro-moderate |
| 301 | climate | greater than | Pro | 2 | Pro-moderate |
| 65 | climate | greater than | Pro | 2 | Pro-moderate |
| 65 | climate | greater than | Pro | 2 | Pro-moderate |
| 55 | climate | greater than | Pro | 2 | Pro-moderate |
| 55 | climate | greater than | Pro | 2 | Pro-moderate |
| 307 | climate | less than | Anti | 3 | Anti-strong |
| 307 | climate | less than | Anti | 3 | Anti-strong |
| 305 | climate | less than | Pro | 1 | Pro-weak |
| 305 | climate | less than | Pro | 1 | Pro-weak |
| 308 | climate | greater than | Pro | 2 | Pro-moderate |
| 308 | climate | greater than | Pro | 2 | Pro-moderate |
| 300 | climate | greater than | Pro | 2 | Pro-moderate |
| 300 | climate | greater than | Pro | 2 | Pro-moderate |
| 59 | climate | less than | Anti | 1 | Anti-weak |
| 59 | climate | less than | Anti | 1 | Anti-weak |
| 270 | climate | less than | Pro | 2 | Pro-moderate |
| 270 | climate | less than | Pro | 2 | Pro-moderate |
| 309 | climate | less than | Anti | 1 | Anti-weak |
| 309 | climate | less than | Anti | 1 | Anti-weak |
| 71 | climate | less than | Anti | 1 | Anti-weak |
| 71 | climate | less than | Anti | 1 | Anti-weak |
| 310 | climate | greater than | Pro | 1 | Pro-weak |
| 310 | climate | greater than | Pro | 1 | Pro-weak |
| 68 | climate | greater than | Anti | 1 | Anti-weak |
| 68 | climate | greater than | Anti | 1 | Anti-weak |
| 299 | climate | greater than | Pro | 2 | Pro-moderate |
| 299 | climate | greater than | Pro | 2 | Pro-moderate |
| 367 | climate | greater than | Pro | 2 | Pro-moderate |
| 367 | climate | greater than | Pro | 2 | Pro-moderate |
| 295 | climate | less than | Anti | 3 | Anti-strong |
| 295 | climate | less than | Anti | 3 | Anti-strong |
| 48 | climate | greater than | Anti | 1 | Anti-weak |
| 48 | climate | greater than | Anti | 1 | Anti-weak |
| 37 | climate | greater than | Pro | 2 | Pro-moderate |
| 37 | climate | greater than | Pro | 2 | Pro-moderate |
| 36 | climate | greater than | Pro | 2 | Pro-moderate |
| 36 | climate | greater than | Pro | 2 | Pro-moderate |
| 284 | climate | less than | Anti | 2 | Anti-moderate |
| 284 | climate | less than | Anti | 2 | Anti-moderate |
| 278 | climate | greater than | Pro | 2 | Pro-moderate |
| 278 | climate | greater than | Pro | 2 | Pro-moderate |
| 23 | climate | greater than | Pro | 1 | Pro-weak |
| 23 | climate | greater than | Pro | 1 | Pro-weak |
| 275 | climate | less than | Pro | 1 | Pro-weak |
| 275 | climate | less than | Pro | 1 | Pro-weak |
| 26 | climate | less than | Anti | 1 | Anti-weak |
| 26 | climate | less than | Anti | 1 | Anti-weak |
| 373 | climate | greater than | Pro | 2 | Pro-moderate |
| 373 | climate | greater than | Pro | 2 | Pro-moderate |
| 19 | climate | greater than | Pro | 2 | Pro-moderate |
| 19 | climate | greater than | Pro | 2 | Pro-moderate |
| 269 | climate | greater than | Pro | 1 | Pro-weak |
| 269 | climate | greater than | Pro | 1 | Pro-weak |
| 17 | climate | less than | Anti | 2 | Anti-moderate |
| 17 | climate | less than | Anti | 2 | Anti-moderate |
| 267 | climate | greater than | Pro | 2 | Pro-moderate |
| 267 | climate | greater than | Pro | 2 | Pro-moderate |
| 264 | climate | less than | Anti | 1 | Anti-weak |
| 264 | climate | less than | Anti | 1 | Anti-weak |
| 11 | climate | greater than | Anti | 2 | Anti-moderate |
| 11 | climate | greater than | Anti | 2 | Anti-moderate |
| 261 | climate | less than | Anti | 1 | Anti-weak |
| 261 | climate | less than | Anti | 1 | Anti-weak |
| 7 | climate | greater than | Pro | 1 | Pro-weak |
| 7 | climate | greater than | Pro | 1 | Pro-weak |
| 6 | climate | less than | Anti | 3 | Anti-strong |
| 6 | climate | less than | Anti | 3 | Anti-strong |
| 5 | climate | greater than | Pro | 1 | Pro-weak |
| 5 | climate | greater than | Pro | 1 | Pro-weak |
| 292 | climate | less than | Pro | 1 | Pro-weak |
| 292 | climate | less than | Pro | 1 | Pro-weak |
| 32 | climate | greater than | Pro | 2 | Pro-moderate |
| 32 | climate | greater than | Pro | 2 | Pro-moderate |
| 49 | climate | greater than | Pro | 2 | Pro-moderate |
| 49 | climate | greater than | Pro | 2 | Pro-moderate |
| 61 | climate | less than | Anti | 1 | Anti-weak |
| 61 | climate | less than | Anti | 1 | Anti-weak |
| 312 | climate | greater than | Anti | 1 | Anti-weak |
| 312 | climate | greater than | Anti | 1 | Anti-weak |
| 70 | climate | less than | Anti | 2 | Anti-moderate |
| 70 | climate | less than | Anti | 2 | Anti-moderate |
| 77 | climate | greater than | Anti | 1 | Anti-weak |
| 77 | climate | greater than | Anti | 1 | Anti-weak |
| 72 | climate | greater than | Pro | 2 | Pro-moderate |
| 72 | climate | greater than | Pro | 2 | Pro-moderate |
| 316 | climate | less than | Anti | 2 | Anti-moderate |
| 316 | climate | less than | Anti | 2 | Anti-moderate |
| 76 | climate | greater than | Neutral | NA | Neutral |
| 76 | climate | greater than | Neutral | NA | Neutral |
| 317 | climate | less than | Neutral | NA | Neutral |
| 317 | climate | less than | Neutral | NA | Neutral |
| 363 | climate | less than | Pro | 2 | Pro-moderate |
| 363 | climate | less than | Pro | 2 | Pro-moderate |
| 73 | climate | greater than | Pro | 2 | Pro-moderate |
| 73 | climate | greater than | Pro | 2 | Pro-moderate |
| 318 | climate | greater than | Pro | 1 | Pro-weak |
| 318 | climate | greater than | Pro | 1 | Pro-weak |
| 78 | climate | greater than | Pro | 2 | Pro-moderate |
| 78 | climate | greater than | Pro | 2 | Pro-moderate |
| 85 | climate | less than | Anti | 2 | Anti-moderate |
| 85 | climate | less than | Anti | 2 | Anti-moderate |
| 67 | climate | less than | Anti | 1 | Anti-weak |
| 67 | climate | less than | Anti | 1 | Anti-weak |
| 326 | climate | less than | Anti | 1 | Anti-weak |
| 326 | climate | less than | Anti | 1 | Anti-weak |
| 91 | climate | less than | Anti | 2 | Anti-moderate |
| 91 | climate | less than | Anti | 2 | Anti-moderate |
| 323 | climate | greater than | Pro | 2 | Pro-moderate |
| 323 | climate | greater than | Pro | 2 | Pro-moderate |
| 69 | climate | less than | Anti | 1 | Anti-weak |
| 69 | climate | less than | Anti | 1 | Anti-weak |
| 86 | climate | greater than | Anti | 2 | Anti-moderate |
| 86 | climate | greater than | Anti | 2 | Anti-moderate |
| 315 | climate | greater than | Pro | 2 | Pro-moderate |
| 315 | climate | greater than | Pro | 2 | Pro-moderate |
| 324 | climate | greater than | Anti | 1 | Anti-weak |
| 324 | climate | greater than | Anti | 1 | Anti-weak |
| 383 | climate | greater than | Pro | 2 | Pro-moderate |
| 383 | climate | greater than | Pro | 2 | Pro-moderate |
| 320 | climate | less than | Anti | 2 | Anti-moderate |
| 320 | climate | less than | Anti | 2 | Anti-moderate |
| 327 | climate | less than | Pro | 1 | Pro-weak |
| 327 | climate | less than | Pro | 1 | Pro-weak |
| 328 | climate | less than | Anti | 2 | Anti-moderate |
| 328 | climate | less than | Anti | 2 | Anti-moderate |
| 88 | climate | less than | Neutral | NA | Neutral |
| 88 | climate | less than | Neutral | NA | Neutral |
| 322 | climate | greater than | Pro | 2 | Pro-moderate |
| 322 | climate | greater than | Pro | 2 | Pro-moderate |
| 89 | climate | less than | Anti | 3 | Anti-strong |
| 89 | climate | less than | Anti | 3 | Anti-strong |
| 331 | climate | greater than | Pro | 2 | Pro-moderate |
| 331 | climate | greater than | Pro | 2 | Pro-moderate |
| 362 | climate | less than | Anti | 2 | Anti-moderate |
| 362 | climate | less than | Anti | 2 | Anti-moderate |
| 97 | climate | greater than | Pro | 2 | Pro-moderate |
| 97 | climate | greater than | Pro | 2 | Pro-moderate |
| 332 | climate | less than | Pro | 1 | Pro-weak |
| 332 | climate | less than | Pro | 1 | Pro-weak |
| 313 | climate | greater than | Pro | 2 | Pro-moderate |
| 313 | climate | greater than | Pro | 2 | Pro-moderate |
| 98 | climate | less than | Anti | 3 | Anti-strong |
| 98 | climate | less than | Anti | 3 | Anti-strong |
| 325 | climate | greater than | Pro | 2 | Pro-moderate |
| 325 | climate | greater than | Pro | 2 | Pro-moderate |
| 329 | climate | less than | Anti | 2 | Anti-moderate |
| 329 | climate | less than | Anti | 2 | Anti-moderate |
| 66 | climate | greater than | Pro | 1 | Pro-weak |
| 66 | climate | greater than | Pro | 1 | Pro-weak |
| 333 | climate | greater than | Pro | 2 | Pro-moderate |
| 333 | climate | greater than | Pro | 2 | Pro-moderate |
| 336 | climate | greater than | Pro | 2 | Pro-moderate |
| 336 | climate | greater than | Pro | 2 | Pro-moderate |
| 337 | climate | greater than | Pro | 1 | Pro-weak |
| 337 | climate | greater than | Pro | 1 | Pro-weak |
| 334 | climate | less than | Anti | 2 | Anti-moderate |
| 334 | climate | less than | Anti | 2 | Anti-moderate |
| 314 | climate | greater than | Pro | 1 | Pro-weak |
| 314 | climate | greater than | Pro | 1 | Pro-weak |
| 108 | climate | greater than | Neutral | NA | Neutral |
| 108 | climate | greater than | Neutral | NA | Neutral |
| 101 | climate | less than | Anti | 2 | Anti-moderate |
| 101 | climate | less than | Anti | 2 | Anti-moderate |
| 106 | climate | less than | Anti | 2 | Anti-moderate |
| 106 | climate | less than | Anti | 2 | Anti-moderate |
| 105 | climate | greater than | Pro | 1 | Pro-weak |
| 105 | climate | greater than | Pro | 1 | Pro-weak |
| 62 | climate | greater than | Anti | 3 | Anti-strong |
| 62 | climate | greater than | Anti | 3 | Anti-strong |
| 109 | climate | greater than | Pro | 3 | Pro-strong |
| 109 | climate | greater than | Pro | 3 | Pro-strong |
| 107 | climate | greater than | Anti | 2 | Anti-moderate |
| 107 | climate | greater than | Anti | 2 | Anti-moderate |
| 330 | climate | less than | Anti | 2 | Anti-moderate |
| 330 | climate | less than | Anti | 2 | Anti-moderate |
| 342 | climate | less than | Anti | 1 | Anti-weak |
| 342 | climate | less than | Anti | 1 | Anti-weak |
| 111 | climate | less than | Anti | 2 | Anti-moderate |
| 111 | climate | less than | Anti | 2 | Anti-moderate |
| 338 | climate | greater than | Pro | 2 | Pro-moderate |
| 338 | climate | greater than | Pro | 2 | Pro-moderate |
| 345 | climate | greater than | Anti | 1 | Anti-weak |
| 345 | climate | greater than | Anti | 1 | Anti-weak |
| 289 | climate | greater than | Anti | 1 | Anti-weak |
| 289 | climate | greater than | Anti | 1 | Anti-weak |
| 344 | climate | less than | Pro | 2 | Pro-moderate |
| 344 | climate | less than | Pro | 2 | Pro-moderate |
| 112 | climate | greater than | Pro | 2 | Pro-moderate |
| 112 | climate | greater than | Pro | 2 | Pro-moderate |
| 100 | climate | less than | Anti | 2 | Anti-moderate |
| 100 | climate | less than | Anti | 2 | Anti-moderate |
| 343 | climate | less than | Anti | 1 | Anti-weak |
| 343 | climate | less than | Anti | 1 | Anti-weak |
| 99 | climate | less than | Anti | 1 | Anti-weak |
| 99 | climate | less than | Anti | 1 | Anti-weak |
| 75 | climate | less than | Anti | 2 | Anti-moderate |
| 75 | climate | less than | Anti | 2 | Anti-moderate |
| 94 | climate | greater than | Pro | 3 | Pro-strong |
| 94 | climate | greater than | Pro | 3 | Pro-strong |
| 93 | climate | greater than | Pro | 2 | Pro-moderate |
| 93 | climate | greater than | Pro | 2 | Pro-moderate |
| 96 | climate | greater than | Pro | 2 | Pro-moderate |
| 96 | climate | greater than | Pro | 2 | Pro-moderate |
| 321 | climate | less than | Anti | 2 | Anti-moderate |
| 321 | climate | less than | Anti | 2 | Anti-moderate |
| 87 | climate | less than | Anti | 2 | Anti-moderate |
| 87 | climate | less than | Anti | 2 | Anti-moderate |
| 90 | climate | less than | Anti | 2 | Anti-moderate |
| 90 | climate | less than | Anti | 2 | Anti-moderate |
| 113 | climate | greater than | Pro | 2 | Pro-moderate |
| 113 | climate | greater than | Pro | 2 | Pro-moderate |
| 102 | climate | greater than | Pro | 2 | Pro-moderate |
| 102 | climate | greater than | Pro | 2 | Pro-moderate |
| 110 | climate | less than | Anti | 1 | Anti-weak |
| 110 | climate | less than | Anti | 1 | Anti-weak |
| 115 | climate | greater than | Pro | 2 | Pro-moderate |
| 115 | climate | greater than | Pro | 2 | Pro-moderate |
| 95 | climate | greater than | Pro | 2 | Pro-moderate |
| 95 | climate | greater than | Pro | 2 | Pro-moderate |
| 103 | climate | greater than | Pro | 2 | Pro-moderate |
| 103 | climate | greater than | Pro | 2 | Pro-moderate |
| 339 | climate | less than | Anti | 1 | Anti-weak |
| 339 | climate | less than | Anti | 1 | Anti-weak |
| 350 | climate | greater than | Pro | 2 | Pro-moderate |
| 350 | climate | greater than | Pro | 2 | Pro-moderate |
| 341 | climate | greater than | Pro | 2 | Pro-moderate |
| 341 | climate | greater than | Pro | 2 | Pro-moderate |
| 114 | climate | greater than | Pro | 2 | Pro-moderate |
| 114 | climate | greater than | Pro | 2 | Pro-moderate |
| 335 | climate | less than | Anti | 1 | Anti-weak |
| 335 | climate | less than | Anti | 1 | Anti-weak |
| 351 | climate | less than | Anti | 2 | Anti-moderate |
| 351 | climate | less than | Anti | 2 | Anti-moderate |
| 349 | climate | greater than | Pro | 2 | Pro-moderate |
| 349 | climate | greater than | Pro | 2 | Pro-moderate |
| 348 | climate | greater than | Pro | 1 | Pro-weak |
| 348 | climate | greater than | Pro | 1 | Pro-weak |
| 104 | climate | less than | Neutral | NA | Neutral |
| 104 | climate | less than | Neutral | NA | Neutral |
| 319 | climate | less than | Anti | 2 | Anti-moderate |
| 319 | climate | less than | Anti | 2 | Anti-moderate |
| 356 | climate | greater than | Pro | 3 | Pro-strong |
| 356 | climate | greater than | Pro | 3 | Pro-strong |
| 352 | climate | greater than | Pro | 2 | Pro-moderate |
| 352 | climate | greater than | Pro | 2 | Pro-moderate |
| 118 | climate | less than | Anti | 1 | Anti-weak |
| 118 | climate | less than | Anti | 1 | Anti-weak |
| 116 | climate | less than | Neutral | NA | Neutral |
| 116 | climate | less than | Neutral | NA | Neutral |
| 117 | climate | greater than | Pro | 2 | Pro-moderate |
| 117 | climate | greater than | Pro | 2 | Pro-moderate |
| 354 | climate | less than | Anti | 2 | Anti-moderate |
| 354 | climate | less than | Anti | 2 | Anti-moderate |
| 346 | climate | greater than | Pro | 1 | Pro-weak |
| 346 | climate | greater than | Pro | 1 | Pro-weak |
| 120 | climate | greater than | Pro | 2 | Pro-moderate |
| 120 | climate | greater than | Pro | 2 | Pro-moderate |
| 74 | climate | greater than | Pro | 2 | Pro-moderate |
| 74 | climate | greater than | Pro | 2 | Pro-moderate |
| 122 | climate | less than | Anti | 1 | Anti-weak |
| 122 | climate | less than | Anti | 1 | Anti-weak |
| 124 | climate | less than | Pro | 2 | Pro-moderate |
| 124 | climate | less than | Pro | 2 | Pro-moderate |
| 123 | climate | greater than | Pro | 2 | Pro-moderate |
| 123 | climate | greater than | Pro | 2 | Pro-moderate |
| 359 | climate | less than | Anti | 2 | Anti-moderate |
| 359 | climate | less than | Anti | 2 | Anti-moderate |
| 357 | climate | greater than | Pro | 1 | Pro-weak |
| 357 | climate | greater than | Pro | 1 | Pro-weak |
| 361 | climate | less than | Anti | 1 | Anti-weak |
| 361 | climate | less than | Anti | 1 | Anti-weak |
| 121 | climate | less than | Anti | 2 | Anti-moderate |
| 121 | climate | less than | Anti | 2 | Anti-moderate |
| 340 | climate | less than | Pro | 2 | Pro-moderate |
| 340 | climate | less than | Pro | 2 | Pro-moderate |
| 127 | climate | less than | Anti | 1 | Anti-weak |
| 127 | climate | less than | Anti | 1 | Anti-weak |
| 353 | climate | less than | Pro | 3 | Pro-strong |
| 353 | climate | less than | Pro | 3 | Pro-strong |
| 128 | climate | greater than | Pro | 1 | Pro-weak |
| 128 | climate | greater than | Pro | 1 | Pro-weak |
| 129 | climate | less than | Anti | 2 | Anti-moderate |
| 129 | climate | less than | Anti | 2 | Anti-moderate |
| 347 | climate | less than | Anti | 2 | Anti-moderate |
| 347 | climate | less than | Anti | 2 | Anti-moderate |
| 311 | climate | less than | Anti | 1 | Anti-weak |
| 311 | climate | less than | Anti | 1 | Anti-weak |
| 386 | climate | greater than | Pro | 1 | Pro-weak |
| 386 | climate | greater than | Pro | 1 | Pro-weak |
| 384 | climate | greater than | Pro | 1 | Pro-weak |
| 384 | climate | greater than | Pro | 1 | Pro-weak |
| 64 | climate | less than | Anti | 1 | Anti-weak |
| 64 | climate | less than | Anti | 1 | Anti-weak |
| 133 | climate | greater than | Pro | 1 | Pro-weak |
| 133 | climate | greater than | Pro | 1 | Pro-weak |
| 125 | climate | less than | Anti | 1 | Anti-weak |
| 125 | climate | less than | Anti | 1 | Anti-weak |
| 360 | climate | greater than | Pro | 3 | Pro-strong |
| 360 | climate | greater than | Pro | 3 | Pro-strong |
| 387 | climate | greater than | Pro | 2 | Pro-moderate |
| 387 | climate | greater than | Pro | 2 | Pro-moderate |
| 385 | climate | greater than | Pro | 2 | Pro-moderate |
| 385 | climate | greater than | Pro | 2 | Pro-moderate |
| 389 | climate | greater than | Pro | 2 | Pro-moderate |
| 389 | climate | greater than | Pro | 2 | Pro-moderate |
| 119 | climate | greater than | Pro | 2 | Pro-moderate |
| 119 | climate | greater than | Pro | 2 | Pro-moderate |
| 126 | climate | less than | Anti | 3 | Anti-strong |
| 126 | climate | less than | Anti | 3 | Anti-strong |
| 132 | climate | less than | Anti | 2 | Anti-moderate |
| 132 | climate | less than | Anti | 2 | Anti-moderate |
| 390 | climate | greater than | Pro | 1 | Pro-weak |
| 390 | climate | greater than | Pro | 1 | Pro-weak |
| 391 | climate | greater than | Anti | 2 | Anti-moderate |
| 391 | climate | greater than | Anti | 2 | Anti-moderate |
| 134 | climate | greater than | Pro | 1 | Pro-weak |
| 134 | climate | greater than | Pro | 1 | Pro-weak |
| 135 | climate | greater than | Pro | 2 | Pro-moderate |
| 135 | climate | greater than | Pro | 2 | Pro-moderate |
| 131 | climate | greater than | Pro | 2 | Pro-moderate |
| 131 | climate | greater than | Pro | 2 | Pro-moderate |
| 388 | climate | less than | Anti | 2 | Anti-moderate |
| 388 | climate | less than | Anti | 2 | Anti-moderate |
| 393 | climate | greater than | Pro | 3 | Pro-strong |
| 393 | climate | greater than | Pro | 3 | Pro-strong |
| 392 | climate | less than | Pro | 1 | Pro-weak |
| 392 | climate | less than | Pro | 1 | Pro-weak |
| 396 | climate | less than | Anti | 2 | Anti-moderate |
| 396 | climate | less than | Anti | 2 | Anti-moderate |
| 138 | climate | greater than | Pro | 2 | Pro-moderate |
| 138 | climate | greater than | Pro | 2 | Pro-moderate |
| 136 | climate | greater than | Anti | 2 | Anti-moderate |
| 136 | climate | greater than | Anti | 2 | Anti-moderate |
| 139 | climate | less than | Pro | 1 | Pro-weak |
| 139 | climate | less than | Pro | 1 | Pro-weak |
| 504 | climate | less than | Anti | 2 | Anti-moderate |
| 504 | climate | less than | Anti | 2 | Anti-moderate |
| 397 | climate | greater than | Pro | 1 | Pro-weak |
| 397 | climate | greater than | Pro | 1 | Pro-weak |
| 395 | climate | greater than | Anti | 2 | Anti-moderate |
| 395 | climate | greater than | Anti | 2 | Anti-moderate |
| 394 | climate | greater than | Anti | 1 | Anti-weak |
| 394 | climate | greater than | Anti | 1 | Anti-weak |
| 142 | climate | less than | Anti | 2 | Anti-moderate |
| 142 | climate | less than | Anti | 2 | Anti-moderate |
| 141 | climate | greater than | Anti | 2 | Anti-moderate |
| 141 | climate | greater than | Anti | 2 | Anti-moderate |
| 137 | climate | less than | Pro | 2 | Pro-moderate |
| 137 | climate | less than | Pro | 2 | Pro-moderate |
| 145 | climate | greater than | Pro | 1 | Pro-weak |
| 145 | climate | greater than | Pro | 1 | Pro-weak |
| 22 | climate | less than | Anti | 2 | Anti-moderate |
| 22 | climate | less than | Anti | 2 | Anti-moderate |
| 144 | climate | less than | Pro | 2 | Pro-moderate |
| 144 | climate | less than | Pro | 2 | Pro-moderate |
| 400 | climate | greater than | Pro | 1 | Pro-weak |
| 400 | climate | greater than | Pro | 1 | Pro-weak |
| 146 | climate | greater than | Anti | 2 | Anti-moderate |
| 146 | climate | greater than | Anti | 2 | Anti-moderate |
| 398 | climate | greater than | Anti | 1 | Anti-weak |
| 398 | climate | greater than | Anti | 1 | Anti-weak |
| 148 | climate | greater than | Anti | 1 | Anti-weak |
| 148 | climate | greater than | Anti | 1 | Anti-weak |
| 140 | climate | greater than | Pro | 2 | Pro-moderate |
| 140 | climate | greater than | Pro | 2 | Pro-moderate |
| 503 | climate | less than | Anti | 2 | Anti-moderate |
| 503 | climate | less than | Anti | 2 | Anti-moderate |
| 399 | climate | less than | Anti | 1 | Anti-weak |
| 399 | climate | less than | Anti | 1 | Anti-weak |
| 401 | climate | greater than | Anti | 1 | Anti-weak |
| 401 | climate | greater than | Anti | 1 | Anti-weak |
| 149 | climate | greater than | Anti | 2 | Anti-moderate |
| 149 | climate | greater than | Anti | 2 | Anti-moderate |
| 143 | climate | less than | Anti | 3 | Anti-strong |
| 143 | climate | less than | Anti | 3 | Anti-strong |
| 403 | climate | less than | Anti | 1 | Anti-weak |
| 403 | climate | less than | Anti | 1 | Anti-weak |
| 147 | climate | greater than | Pro | 2 | Pro-moderate |
| 147 | climate | greater than | Pro | 2 | Pro-moderate |
| 150 | climate | greater than | Anti | 1 | Anti-weak |
| 150 | climate | greater than | Anti | 1 | Anti-weak |
| 153 | climate | less than | Pro | 1 | Pro-weak |
| 153 | climate | less than | Pro | 1 | Pro-weak |
| 152 | climate | less than | Pro | 3 | Pro-strong |
| 152 | climate | less than | Pro | 3 | Pro-strong |
| 404 | climate | greater than | Anti | 1 | Anti-weak |
| 404 | climate | greater than | Anti | 1 | Anti-weak |
| 154 | climate | less than | Anti | 1 | Anti-weak |
| 154 | climate | less than | Anti | 1 | Anti-weak |
| 358 | climate | greater than | Pro | 1 | Pro-weak |
| 358 | climate | greater than | Pro | 1 | Pro-weak |
| 151 | climate | less than | Anti | 1 | Anti-weak |
| 151 | climate | less than | Anti | 1 | Anti-weak |
| 402 | climate | less than | Pro | 1 | Pro-weak |
| 402 | climate | less than | Pro | 1 | Pro-weak |
| 130 | climate | greater than | Pro | 2 | Pro-moderate |
| 130 | climate | greater than | Pro | 2 | Pro-moderate |
| 155 | climate | greater than | Pro | 1 | Pro-weak |
| 155 | climate | greater than | Pro | 1 | Pro-weak |
| 500 | climate | less than | Anti | 1 | Anti-weak |
| 500 | climate | less than | Anti | 1 | Anti-weak |
| 156 | climate | less than | Anti | 3 | Anti-strong |
| 156 | climate | less than | Anti | 3 | Anti-strong |
| 406 | climate | greater than | Pro | 2 | Pro-moderate |
| 406 | climate | greater than | Pro | 2 | Pro-moderate |
| 502 | climate | greater than | Anti | 2 | Anti-moderate |
| 502 | climate | greater than | Anti | 2 | Anti-moderate |
| 408 | climate | less than | Pro | 1 | Pro-weak |
| 408 | climate | less than | Pro | 1 | Pro-weak |
| 407 | climate | greater than | Anti | 2 | Anti-moderate |
| 407 | climate | greater than | Anti | 2 | Anti-moderate |
| 161 | climate | greater than | Pro | 2 | Pro-moderate |
| 161 | climate | greater than | Pro | 2 | Pro-moderate |
| 409 | climate | less than | Pro | 1 | Pro-weak |
| 409 | climate | less than | Pro | 1 | Pro-weak |
| 159 | climate | greater than | Anti | 2 | Anti-moderate |
| 159 | climate | greater than | Anti | 2 | Anti-moderate |
| 411 | climate | less than | Pro | 1 | Pro-weak |
| 411 | climate | less than | Pro | 1 | Pro-weak |
| 410 | climate | greater than | Pro | 2 | Pro-moderate |
| 410 | climate | greater than | Pro | 2 | Pro-moderate |
| 163 | climate | greater than | Anti | 2 | Anti-moderate |
| 163 | climate | greater than | Anti | 2 | Anti-moderate |
| 412 | climate | greater than | Anti | 1 | Anti-weak |
| 412 | climate | greater than | Anti | 1 | Anti-weak |
| 497 | climate | greater than | Anti | 1 | Anti-weak |
| 497 | climate | greater than | Anti | 1 | Anti-weak |
| 495 | climate | less than | Anti | 2 | Anti-moderate |
| 495 | climate | less than | Anti | 2 | Anti-moderate |
| 167 | climate | greater than | Anti | 2 | Anti-moderate |
| 167 | climate | greater than | Anti | 2 | Anti-moderate |
| 355 | climate | less than | Anti | 3 | Anti-strong |
| 355 | climate | less than | Anti | 3 | Anti-strong |
| 168 | climate | greater than | Anti | 1 | Anti-weak |
| 168 | climate | greater than | Anti | 1 | Anti-weak |
| 416 | climate | greater than | Anti | 2 | Anti-moderate |
| 416 | climate | greater than | Anti | 2 | Anti-moderate |
| 415 | climate | greater than | Pro | 2 | Pro-moderate |
| 415 | climate | greater than | Pro | 2 | Pro-moderate |
| 170 | climate | greater than | Neutral | NA | Neutral |
| 170 | climate | greater than | Neutral | NA | Neutral |
| 417 | climate | greater than | Pro | 2 | Pro-moderate |
| 417 | climate | greater than | Pro | 2 | Pro-moderate |
| 493 | climate | greater than | Anti | 1 | Anti-weak |
| 493 | climate | greater than | Anti | 1 | Anti-weak |
| 171 | climate | greater than | Anti | 3 | Anti-strong |
| 171 | climate | greater than | Anti | 3 | Anti-strong |
| 419 | climate | greater than | Anti | 1 | Anti-weak |
| 419 | climate | greater than | Anti | 1 | Anti-weak |
| 420 | climate | greater than | Anti | 2 | Anti-moderate |
| 420 | climate | greater than | Anti | 2 | Anti-moderate |
| 173 | climate | greater than | Anti | 1 | Anti-weak |
| 173 | climate | greater than | Anti | 1 | Anti-weak |
| 172 | climate | less than | Pro | 2 | Pro-moderate |
| 172 | climate | less than | Pro | 2 | Pro-moderate |
| 421 | climate | less than | Pro | 1 | Pro-weak |
| 421 | climate | less than | Pro | 1 | Pro-weak |
| 418 | climate | greater than | Anti | 2 | Anti-moderate |
| 418 | climate | greater than | Anti | 2 | Anti-moderate |
| 176 | climate | less than | Pro | 1 | Pro-weak |
| 176 | climate | less than | Pro | 1 | Pro-weak |
| 175 | climate | greater than | Pro | 1 | Pro-weak |
| 175 | climate | greater than | Pro | 1 | Pro-weak |
| 423 | climate | less than | Pro | 2 | Pro-moderate |
| 423 | climate | less than | Pro | 2 | Pro-moderate |
| 177 | climate | greater than | Neutral | NA | Neutral |
| 177 | climate | greater than | Neutral | NA | Neutral |
| 424 | climate | less than | Pro | 1 | Pro-weak |
| 424 | climate | less than | Pro | 1 | Pro-weak |
| 422 | climate | greater than | Pro | 2 | Pro-moderate |
| 422 | climate | greater than | Pro | 2 | Pro-moderate |
| 426 | climate | less than | Pro | 1 | Pro-weak |
| 426 | climate | less than | Pro | 1 | Pro-weak |
| 178 | climate | greater than | Anti | 1 | Anti-weak |
| 178 | climate | greater than | Anti | 1 | Anti-weak |
| 425 | climate | less than | Pro | 2 | Pro-moderate |
| 425 | climate | less than | Pro | 2 | Pro-moderate |
| 180 | climate | less than | Pro | 1 | Pro-weak |
| 180 | climate | less than | Pro | 1 | Pro-weak |
| 174 | climate | greater than | Anti | 1 | Anti-weak |
| 174 | climate | greater than | Anti | 1 | Anti-weak |
| 181 | climate | greater than | Anti | 2 | Anti-moderate |
| 181 | climate | greater than | Anti | 2 | Anti-moderate |
| 430 | climate | greater than | Anti | 1 | Anti-weak |
| 430 | climate | greater than | Anti | 1 | Anti-weak |
| 183 | climate | less than | Pro | 3 | Pro-strong |
| 183 | climate | less than | Pro | 3 | Pro-strong |
| 184 | climate | less than | Pro | 1 | Pro-weak |
| 184 | climate | less than | Pro | 1 | Pro-weak |
| 432 | climate | less than | Pro | 1 | Pro-weak |
| 432 | climate | less than | Pro | 1 | Pro-weak |
| 491 | climate | less than | Pro | 1 | Pro-weak |
| 491 | climate | less than | Pro | 1 | Pro-weak |
| 188 | climate | less than | Pro | 2 | Pro-moderate |
| 188 | climate | less than | Pro | 2 | Pro-moderate |
| 189 | climate | less than | Pro | 1 | Pro-weak |
| 189 | climate | less than | Pro | 1 | Pro-weak |
| 433 | climate | less than | Pro | 1 | Pro-weak |
| 433 | climate | less than | Pro | 1 | Pro-weak |
| 191 | climate | greater than | Anti | 2 | Anti-moderate |
| 191 | climate | greater than | Anti | 2 | Anti-moderate |
| 435 | climate | greater than | Anti | 1 | Anti-weak |
| 435 | climate | greater than | Anti | 1 | Anti-weak |
| 192 | climate | greater than | Anti | 2 | Anti-moderate |
| 192 | climate | greater than | Anti | 2 | Anti-moderate |
| 193 | climate | less than | Anti | 2 | Anti-moderate |
| 193 | climate | less than | Anti | 2 | Anti-moderate |
| 489 | climate | less than | Pro | 2 | Pro-moderate |
| 489 | climate | less than | Pro | 2 | Pro-moderate |
| 485 | climate | less than | Pro | 1 | Pro-weak |
| 485 | climate | less than | Pro | 1 | Pro-weak |
| 199 | climate | less than | Pro | 2 | Pro-moderate |
| 199 | climate | less than | Pro | 2 | Pro-moderate |
| 436 | climate | less than | Pro | 2 | Pro-moderate |
| 436 | climate | less than | Pro | 2 | Pro-moderate |
| 200 | climate | less than | Pro | 2 | Pro-moderate |
| 200 | climate | less than | Pro | 2 | Pro-moderate |
| 201 | climate | less than | Pro | 1 | Pro-weak |
| 201 | climate | less than | Pro | 1 | Pro-weak |
| 439 | climate | less than | Pro | 2 | Pro-moderate |
| 439 | climate | less than | Pro | 2 | Pro-moderate |
| 440 | climate | greater than | Anti | 1 | Anti-weak |
| 440 | climate | greater than | Anti | 1 | Anti-weak |
| 203 | climate | less than | Pro | 1 | Pro-weak |
| 203 | climate | less than | Pro | 1 | Pro-weak |
| 441 | climate | less than | Pro | 1 | Pro-weak |
| 441 | climate | less than | Pro | 1 | Pro-weak |
| 204 | climate | less than | Pro | 1 | Pro-weak |
| 204 | climate | less than | Pro | 1 | Pro-weak |
| 483 | climate | greater than | Anti | 1 | Anti-weak |
| 483 | climate | greater than | Anti | 1 | Anti-weak |
| 482 | climate | greater than | Anti | 1 | Anti-weak |
| 482 | climate | greater than | Anti | 1 | Anti-weak |
| 206 | climate | greater than | Anti | 2 | Anti-moderate |
| 206 | climate | greater than | Anti | 2 | Anti-moderate |
| 481 | climate | less than | Neutral | NA | Neutral |
| 481 | climate | less than | Neutral | NA | Neutral |
| 442 | climate | greater than | Anti | 1 | Anti-weak |
| 442 | climate | greater than | Anti | 1 | Anti-weak |
| 208 | climate | greater than | Anti | 1 | Anti-weak |
| 208 | climate | greater than | Anti | 1 | Anti-weak |
| 209 | climate | greater than | Anti | 1 | Anti-weak |
| 209 | climate | greater than | Anti | 1 | Anti-weak |
| 443 | climate | greater than | Anti | 3 | Anti-strong |
| 443 | climate | greater than | Anti | 3 | Anti-strong |
| 210 | climate | greater than | Pro | 1 | Pro-weak |
| 210 | climate | greater than | Pro | 1 | Pro-weak |
| 444 | climate | less than | Pro | 1 | Pro-weak |
| 444 | climate | less than | Pro | 1 | Pro-weak |
| 211 | climate | greater than | Anti | 1 | Anti-weak |
| 211 | climate | greater than | Anti | 1 | Anti-weak |
| 212 | climate | greater than | Anti | 3 | Anti-strong |
| 212 | climate | greater than | Anti | 3 | Anti-strong |
| 445 | climate | greater than | Neutral | NA | Neutral |
| 445 | climate | greater than | Neutral | NA | Neutral |
| 446 | climate | less than | Pro | 1 | Pro-weak |
| 446 | climate | less than | Pro | 1 | Pro-weak |
| 213 | climate | less than | Pro | 2 | Pro-moderate |
| 213 | climate | less than | Pro | 2 | Pro-moderate |
| 214 | climate | less than | Neutral | NA | Neutral |
| 214 | climate | less than | Neutral | NA | Neutral |
| 480 | climate | less than | Pro | 1 | Pro-weak |
| 480 | climate | less than | Pro | 1 | Pro-weak |
| 215 | climate | greater than | Anti | 2 | Anti-moderate |
| 215 | climate | greater than | Anti | 2 | Anti-moderate |
| 447 | climate | less than | Pro | 1 | Pro-weak |
| 447 | climate | less than | Pro | 1 | Pro-weak |
| 217 | climate | greater than | Anti | 2 | Anti-moderate |
| 217 | climate | greater than | Anti | 2 | Anti-moderate |
| 218 | climate | less than | Pro | 2 | Pro-moderate |
| 218 | climate | less than | Pro | 2 | Pro-moderate |
| 220 | climate | greater than | Anti | 2 | Anti-moderate |
| 220 | climate | greater than | Anti | 2 | Anti-moderate |
| 453 | climate | less than | Pro | 2 | Pro-moderate |
| 453 | climate | less than | Pro | 2 | Pro-moderate |
| 221 | climate | less than | Neutral | NA | Neutral |
| 221 | climate | less than | Neutral | NA | Neutral |
| 479 | climate | greater than | Anti | 2 | Anti-moderate |
| 479 | climate | greater than | Anti | 2 | Anti-moderate |
| 223 | climate | greater than | Anti | 1 | Anti-weak |
| 223 | climate | greater than | Anti | 1 | Anti-weak |
| 224 | climate | greater than | Anti | 1 | Anti-weak |
| 224 | climate | greater than | Anti | 1 | Anti-weak |
| 225 | climate | greater than | Anti | 1 | Anti-weak |
| 225 | climate | greater than | Anti | 1 | Anti-weak |
| 455 | climate | greater than | Pro | 3 | Pro-strong |
| 455 | climate | greater than | Pro | 3 | Pro-strong |
| 456 | climate | less than | Pro | 2 | Pro-moderate |
| 456 | climate | less than | Pro | 2 | Pro-moderate |
| 228 | climate | greater than | Anti | 1 | Anti-weak |
| 228 | climate | greater than | Anti | 1 | Anti-weak |
| 229 | climate | less than | Pro | 1 | Pro-weak |
| 229 | climate | less than | Pro | 1 | Pro-weak |
| 458 | climate | greater than | Anti | 3 | Anti-strong |
| 458 | climate | greater than | Anti | 3 | Anti-strong |
| 230 | climate | greater than | Anti | 2 | Anti-moderate |
| 230 | climate | greater than | Anti | 2 | Anti-moderate |
| 231 | climate | less than | Pro | 2 | Pro-moderate |
| 231 | climate | less than | Pro | 2 | Pro-moderate |
| 459 | climate | less than | Pro | 1 | Pro-weak |
| 459 | climate | less than | Pro | 1 | Pro-weak |
| 460 | climate | less than | Pro | 1 | Pro-weak |
| 460 | climate | less than | Pro | 1 | Pro-weak |
| 235 | climate | less than | Pro | 2 | Pro-moderate |
| 235 | climate | less than | Pro | 2 | Pro-moderate |
| 462 | climate | greater than | Anti | 1 | Anti-weak |
| 462 | climate | greater than | Anti | 1 | Anti-weak |
| 236 | climate | greater than | Pro | 1 | Pro-weak |
| 236 | climate | greater than | Pro | 1 | Pro-weak |
| 238 | climate | less than | Neutral | NA | Neutral |
| 238 | climate | less than | Neutral | NA | Neutral |
| 463 | climate | greater than | Anti | 1 | Anti-weak |
| 463 | climate | greater than | Anti | 1 | Anti-weak |
| 239 | climate | greater than | Anti | 2 | Anti-moderate |
| 239 | climate | greater than | Anti | 2 | Anti-moderate |
| 464 | climate | greater than | Anti | 2 | Anti-moderate |
| 464 | climate | greater than | Anti | 2 | Anti-moderate |
| 465 | climate | less than | Pro | 1 | Pro-weak |
| 465 | climate | less than | Pro | 1 | Pro-weak |
| 240 | climate | less than | Pro | 1 | Pro-weak |
| 240 | climate | less than | Pro | 1 | Pro-weak |
| 466 | climate | less than | Pro | 2 | Pro-moderate |
| 466 | climate | less than | Pro | 2 | Pro-moderate |
| 241 | climate | greater than | Anti | 1 | Anti-weak |
| 241 | climate | greater than | Anti | 1 | Anti-weak |
| 467 | climate | less than | Pro | 2 | Pro-moderate |
| 467 | climate | less than | Pro | 2 | Pro-moderate |
| 468 | climate | less than | Anti | 2 | Anti-moderate |
| 468 | climate | less than | Anti | 2 | Anti-moderate |
| 242 | climate | less than | Pro | 2 | Pro-moderate |
| 242 | climate | less than | Pro | 2 | Pro-moderate |
| 243 | climate | less than | Anti | 2 | Anti-moderate |
| 243 | climate | less than | Anti | 2 | Anti-moderate |
| 469 | climate | greater than | Anti | 2 | Anti-moderate |
| 469 | climate | greater than | Anti | 2 | Anti-moderate |
| 244 | climate | less than | Anti | 3 | Anti-strong |
| 244 | climate | less than | Anti | 3 | Anti-strong |
| 475 | climate | less than | Neutral | NA | Neutral |
| 475 | climate | less than | Neutral | NA | Neutral |
| 246 | climate | less than | Neutral | NA | Neutral |
| 246 | climate | less than | Neutral | NA | Neutral |
| 245 | climate | greater than | Anti | 1 | Anti-weak |
| 245 | climate | greater than | Anti | 1 | Anti-weak |
| 470 | climate | less than | Anti | 2 | Anti-moderate |
| 470 | climate | less than | Anti | 2 | Anti-moderate |
| 247 | climate | less than | Pro | 1 | Pro-weak |
| 247 | climate | less than | Pro | 1 | Pro-weak |
| 474 | climate | less than | Anti | 2 | Anti-moderate |
| 474 | climate | less than | Anti | 2 | Anti-moderate |
| 249 | climate | greater than | Pro | 2 | Pro-moderate |
| 249 | climate | greater than | Pro | 2 | Pro-moderate |
| 471 | climate | less than | Pro | 3 | Pro-strong |
| 471 | climate | less than | Pro | 3 | Pro-strong |
| 472 | climate | greater than | Pro | 2 | Pro-moderate |
| 472 | climate | greater than | Pro | 2 | Pro-moderate |
| 473 | climate | less than | Anti | 2 | Anti-moderate |
| 473 | climate | less than | Anti | 2 | Anti-moderate |
| 251 | climate | greater than | Anti | 2 | Anti-moderate |
| 251 | climate | greater than | Anti | 2 | Anti-moderate |
| 250 | climate | greater than | Neutral | NA | Neutral |
| 250 | climate | greater than | Neutral | NA | Neutral |
| 248 | climate | greater than | Anti | 1 | Anti-weak |
| 248 | climate | greater than | Anti | 1 | Anti-weak |
| 476 | climate | greater than | Neutral | NA | Neutral |
| 476 | climate | greater than | Neutral | NA | Neutral |
| 237 | climate | less than | Neutral | NA | Neutral |
| 237 | climate | less than | Neutral | NA | Neutral |
| 461 | climate | less than | Pro | 2 | Pro-moderate |
| 461 | climate | less than | Pro | 2 | Pro-moderate |
| 234 | climate | greater than | Anti | 1 | Anti-weak |
| 234 | climate | greater than | Anti | 1 | Anti-weak |
| 233 | climate | less than | Pro | 1 | Pro-weak |
| 233 | climate | less than | Pro | 1 | Pro-weak |
| 477 | climate | less than | Pro | 1 | Pro-weak |
| 477 | climate | less than | Pro | 1 | Pro-weak |
| 232 | climate | less than | Pro | 2 | Pro-moderate |
| 232 | climate | less than | Pro | 2 | Pro-moderate |
| 478 | climate | less than | Pro | 2 | Pro-moderate |
| 478 | climate | less than | Pro | 2 | Pro-moderate |
| 457 | climate | greater than | Anti | 1 | Anti-weak |
| 457 | climate | greater than | Anti | 1 | Anti-weak |
| 227 | climate | less than | Pro | 2 | Pro-moderate |
| 227 | climate | less than | Pro | 2 | Pro-moderate |
| 226 | climate | less than | Pro | 2 | Pro-moderate |
| 226 | climate | less than | Pro | 2 | Pro-moderate |
| 454 | climate | less than | Pro | 1 | Pro-weak |
| 454 | climate | less than | Pro | 1 | Pro-weak |
| 222 | climate | less than | Pro | 2 | Pro-moderate |
| 222 | climate | less than | Pro | 2 | Pro-moderate |
| 452 | climate | greater than | Anti | 2 | Anti-moderate |
| 452 | climate | greater than | Anti | 2 | Anti-moderate |
| 451 | climate | less than | Pro | 1 | Pro-weak |
| 451 | climate | less than | Pro | 1 | Pro-weak |
| 450 | climate | less than | Pro | 1 | Pro-weak |
| 450 | climate | less than | Pro | 1 | Pro-weak |
| 219 | climate | greater than | Anti | 1 | Anti-weak |
| 219 | climate | greater than | Anti | 1 | Anti-weak |
| 449 | climate | greater than | Anti | 2 | Anti-moderate |
| 449 | climate | greater than | Anti | 2 | Anti-moderate |
| 448 | climate | greater than | Anti | 1 | Anti-weak |
| 448 | climate | greater than | Anti | 1 | Anti-weak |
| 216 | climate | less than | Anti | 1 | Anti-weak |
| 216 | climate | less than | Anti | 1 | Anti-weak |
| 207 | climate | less than | Pro | 2 | Pro-moderate |
| 207 | climate | less than | Pro | 2 | Pro-moderate |
| 205 | climate | greater than | Anti | 2 | Anti-moderate |
| 205 | climate | greater than | Anti | 2 | Anti-moderate |
| 202 | climate | less than | Pro | 1 | Pro-weak |
| 202 | climate | less than | Pro | 1 | Pro-weak |
| 484 | climate | greater than | Anti | 3 | Anti-strong |
| 484 | climate | greater than | Anti | 3 | Anti-strong |
| 438 | climate | greater than | Anti | 1 | Anti-weak |
| 438 | climate | greater than | Anti | 1 | Anti-weak |
| 437 | climate | less than | Pro | 2 | Pro-moderate |
| 437 | climate | less than | Pro | 2 | Pro-moderate |
| 198 | climate | less than | Neutral | NA | Neutral |
| 198 | climate | less than | Neutral | NA | Neutral |
| 197 | climate | greater than | Anti | 2 | Anti-moderate |
| 197 | climate | greater than | Anti | 2 | Anti-moderate |
| 486 | climate | greater than | Anti | 2 | Anti-moderate |
| 486 | climate | greater than | Anti | 2 | Anti-moderate |
| 487 | climate | less than | Pro | 2 | Pro-moderate |
| 487 | climate | less than | Pro | 2 | Pro-moderate |
| 196 | climate | less than | Pro | 3 | Pro-strong |
| 196 | climate | less than | Pro | 3 | Pro-strong |
| 195 | climate | greater than | Anti | 2 | Anti-moderate |
| 195 | climate | greater than | Anti | 2 | Anti-moderate |
| 488 | climate | less than | Pro | 1 | Pro-weak |
| 488 | climate | less than | Pro | 1 | Pro-weak |
| 194 | climate | greater than | Anti | 2 | Anti-moderate |
| 194 | climate | greater than | Anti | 2 | Anti-moderate |
| 490 | climate | less than | Pro | 1 | Pro-weak |
| 490 | climate | less than | Pro | 1 | Pro-weak |
| 434 | climate | greater than | Anti | 1 | Anti-weak |
| 434 | climate | greater than | Anti | 1 | Anti-weak |
| 190 | climate | greater than | Anti | 1 | Anti-weak |
| 190 | climate | greater than | Anti | 1 | Anti-weak |
| 187 | climate | less than | Pro | 2 | Pro-moderate |
| 187 | climate | less than | Pro | 2 | Pro-moderate |
| 186 | climate | less than | Pro | 3 | Pro-strong |
| 186 | climate | less than | Pro | 3 | Pro-strong |
| 185 | climate | less than | Pro | 1 | Pro-weak |
| 185 | climate | less than | Pro | 1 | Pro-weak |
| 492 | climate | greater than | Anti | 1 | Anti-weak |
| 492 | climate | greater than | Anti | 1 | Anti-weak |
| 182 | climate | greater than | Anti | 2 | Anti-moderate |
| 182 | climate | greater than | Anti | 2 | Anti-moderate |
| 429 | climate | less than | Pro | 1 | Pro-weak |
| 429 | climate | less than | Pro | 1 | Pro-weak |
| 428 | climate | greater than | Anti | 2 | Anti-moderate |
| 428 | climate | greater than | Anti | 2 | Anti-moderate |
| 427 | climate | less than | Pro | 1 | Pro-weak |
| 427 | climate | less than | Pro | 1 | Pro-weak |
| 179 | climate | greater than | Pro | 2 | Pro-moderate |
| 179 | climate | greater than | Pro | 2 | Pro-moderate |
| 169 | climate | less than | Pro | 2 | Pro-moderate |
| 169 | climate | less than | Pro | 2 | Pro-moderate |
| 494 | climate | less than | Anti | 1 | Anti-weak |
| 494 | climate | less than | Anti | 1 | Anti-weak |
| 414 | climate | greater than | Anti | 2 | Anti-moderate |
| 414 | climate | greater than | Anti | 2 | Anti-moderate |
| 496 | climate | greater than | Anti | 1 | Anti-weak |
| 496 | climate | greater than | Anti | 1 | Anti-weak |
| 166 | climate | greater than | Anti | 3 | Anti-strong |
| 166 | climate | greater than | Anti | 3 | Anti-strong |
| 164 | climate | greater than | Anti | 2 | Anti-moderate |
| 164 | climate | greater than | Anti | 2 | Anti-moderate |
| 413 | climate | less than | Anti | 1 | Anti-weak |
| 413 | climate | less than | Anti | 1 | Anti-weak |
| 165 | climate | less than | Anti | 2 | Anti-moderate |
| 165 | climate | less than | Anti | 2 | Anti-moderate |
| 499 | climate | greater than | Neutral | NA | Neutral |
| 499 | climate | greater than | Neutral | NA | Neutral |
| 162 | climate | less than | Anti | 2 | Anti-moderate |
| 162 | climate | less than | Anti | 2 | Anti-moderate |
| 157 | climate | less than | Anti | 1 | Anti-weak |
| 157 | climate | less than | Anti | 1 | Anti-weak |
| 498 | climate | greater than | Anti | 1 | Anti-weak |
| 498 | climate | greater than | Anti | 1 | Anti-weak |
| 160 | climate | greater than | Anti | 1 | Anti-weak |
| 160 | climate | greater than | Anti | 1 | Anti-weak |
| 158 | climate | greater than | Pro | 1 | Pro-weak |
| 158 | climate | greater than | Pro | 1 | Pro-weak |
| 501 | climate | less than | Pro | 2 | Pro-moderate |
| 501 | climate | less than | Pro | 2 | Pro-moderate |
| 405 | climate | greater than | Anti | 3 | Anti-strong |
| 405 | climate | greater than | Anti | 3 | Anti-strong |
| 431 | climate | less than | Pro | 2 | Pro-moderate |
| 431 | climate | less than | Pro | 2 | Pro-moderate |
Overlap between issue and ideo motives
Overall overlap
mot_overlap <- data_mot %>%
filter(!is.na(issue_motive) & !is.na(ideo_motive) & !question_topic %in%
c("selfenhancement", "brain", "teaculture", "cats")) %>%
summarise(same_motive_percentage = mean(issue_motive == ideo_motive) * 100)
tt(mot_overlap)| same_motive_percentage |
|---|
| 57.2 |
Final data frames
Full pre-registered analysis data
Create an analysis data frame with all relevant variables of all participants.
data_analysis <- data_mot %>%
mutate(response = as.numeric(response),
response_proportion = as.numeric(response) / 100,
across(where(is.character), as.factor),
issue_motive = factor(issue_motive,
levels = c("Anti", "Neutral", "Pro")),
issue_strength = as.factor(issue_strength),
issue_motive_strength = factor(issue_motive_strength,
levels = c("Anti-strong",
"Anti-moderate",
"Neutral",
"Pro-moderate",
"Pro-strong"
)),
ideo_motive = factor(ideo_motive,
levels = c("Anti", "Neutral", "Pro")),
ideo_strength = as.factor(ideo_strength),
ideo_motive_strength = factor(ideo_motive_strength,
levels = c("Anti-strong",
"Anti-moderate",
"Anti-weak",
"Neutral",
"Pro-weak",
"Pro-moderate",
"Pro-strong"
)),
) %>%
select(subj_idx:ideology_num,ideo_group,
partisanship:rt_nogo_avg,
Screen:response, response_proportion, rt,
correct_answer,
news_source, issue_motive, issue_strength, issue_motive_strength,
ideo_motive, ideo_strength, ideo_motive_strength,
questionnaire_attention_check, task_attention_check,
attention_start, attention_end, issue_direction, ideo_direction)Robust data
Create another analysis data frame with the same variables but additional filters that were not pre-registered.
attention_start != “Yes”
attention_end != “Yes”
task_attention_check != “passed”
overall_accuracy < 50
data_robust_analysis <- data_analysis
# Filter out attention_start != "Yes"
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>%
filter(attention_start == "Yes")
att_start_filter <- initial_rows - nrow(data_robust_analysis)
# Filter out attention_end != "Yes"
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>%
filter(attention_end == "Yes")
att_end_filter <- initial_rows - nrow(data_robust_analysis)
# Filter out task_attention_check != "passed"
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>%
filter(task_attention_check == "passed")
att_task_filter <- initial_rows - nrow(data_robust_analysis)
# Filter out overall_accuracy < 50
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>%
filter(overall_accuracy >= 50)
att_gng_filter <- initial_rows - nrow(data_robust_analysis)
# Create a tibble with the filter information, including duplicate filter
robust_info <- tibble::tibble(
Filter = c(
"Rows removed by attention_start != Yes",
"Rows removed by attention_end != Yes",
"Rows removed by task_attention_check != passed",
"Rows removed by overall_accuracy < 50"
),
n = c(
att_start_filter,
att_end_filter,
att_task_filter,
att_gng_filter
)
)
robust_info %>%
tt()| Filter | n |
|---|---|
| Rows removed by attention_start != Yes | 22 |
| Rows removed by attention_end != Yes | 177 |
| Rows removed by task_attention_check != passed | 155 |
| Rows removed by overall_accuracy < 50 | 86 |
How many participants made it through all robustness exclusions?
data_robust_analysis %>%
summarise(num_participants = n_distinct(subj_idx)) %>%
pull(num_participants)[1] 484
Save data
# full processed data frame with all variables
write_csv(data_mot, here("01_data", "analysis", "data_full_processed.csv"),
na = "", append = FALSE, col_names = TRUE)
# data frame with selected variables
write_csv(data_analysis, here("01_data", "analysis", "data_analysis.csv"),
na = "", append = FALSE, col_names = TRUE)
# data frame for robustness analyses
write_csv(data_robust_analysis, here("01_data", "analysis",
"data_robust_analysis.csv"),
na = "", append = FALSE, col_names = TRUE)save(data_analysis, file = here("01_data", "analysis", "data_analysis.RData"))
save(data_robust_analysis, file =
here("01_data", "analysis", "data_robust_analysis.RData"))
save(data_combined, file = here("01_data", "scored", "data_questionnaire_gng_combined.RData"))